Technology in the 21st century: New challenges and opportunities

Although big data, big data analytics (BDA) and business intelligence have attracted growing attention of both academics and practitioners, a lack of clarity persists about how BDA has been applied in business and management domains. In reflecting on Professor Ayre's contributions, we want to extend his ideas on technological change by incorporating the discourses around big data, BDA and business intelligence. With this in mind, we integrate the burgeoning but disjointed streams of research on big data, BDA and business intelligence to develop unified frameworks. Our review takes on both technical and managerial perspectives to explore the complex nature of big data, techniques in big data analytics and utilisation of big data in business and management community. The advanced analytics techniques appear pivotal in bridging big data and business intelligence. The study of advanced analytics techniques and their applications in big data analytics led to identification of promising avenues for future research.

[1]  Xiaojun Wang,et al.  Dynamic supply chain decisions based on networked sensor data: an application in the chilled food retail chain , 2017, Int. J. Prod. Res..

[2]  Jennifer Jie Xu,et al.  Mining communities and their relationships in blogs: A study of online hate groups , 2007, Int. J. Hum. Comput. Stud..

[3]  Richard T. Watson,et al.  Analyzing the Past to Prepare for the Future: Writing a Literature Review , 2002, MIS Q..

[4]  Shintaro Okazaki,et al.  Social media and international advertising: Theoretical challenges and future directions , 2013 .

[5]  Huimin Zhao,et al.  A Hybrid Attribute Selection Approach for Text Classification , 2010, J. Assoc. Inf. Syst..

[6]  Mike Y. Chen,et al.  Yahoo! for Amazon: Sentiment Extraction from Small Talk on the Web , 2001 .

[7]  I-Hsien Ting,et al.  Discovering interest groups for marketing in virtual communities: An integrated approach , 2013 .

[8]  Shuchuan Lo,et al.  Web service quality control based on text mining using support vector machine , 2008, Expert Syst. Appl..

[9]  Taegu Kim,et al.  Box office forecasting using machine learning algorithms based on SNS data , 2015 .

[10]  J. Amankwah‐Amoah,et al.  A multidisciplinary perspective of big data in management research , 2017 .

[11]  Domenico Talia,et al.  Clouds for Scalable Big Data Analytics , 2013, Computer.

[12]  Nicole Beebe,et al.  Post-retrieval search hit clustering to improve information retrieval effectiveness: Two digital forensics case studies , 2011, Decis. Support Syst..

[13]  Avi Goldfarb,et al.  How Is the Mobile Internet Different? Search Costs and Local Activities , 2013, Inf. Syst. Res..

[14]  Hing Kai Chan,et al.  The role of social media data in operations and production management , 2017, Int. J. Prod. Res..

[15]  Michael Stonebraker,et al.  The 8 requirements of real-time stream processing , 2005, SGMD.

[16]  Hsinchun Chen,et al.  Business Intelligence and Analytics: Research Directions , 2013, TMIS.

[17]  Nick Bassiliades,et al.  Ontology-based sentiment analysis of twitter posts , 2013, Expert Syst. Appl..

[18]  H. Iwasaki,et al.  Future Options for HDD Storage , 2009, IEEE Transactions on Magnetics.

[19]  Elliott D. Kaplan.  Understanding GPS : principles and applications , 1996 .

[20]  Ying Xing,et al.  Scalable Distributed Stream Processing , 2003, CIDR.

[21]  Ian H. Witten,et al.  Data mining: practical machine learning tools and techniques, 3rd Edition , 1999 .

[22]  Shenghuo Zhu,et al.  SumView: A Web-based engine for summarizing product reviews and customer opinions , 2013, Expert Syst. Appl..

[23]  Anindya Datta,et al.  Simultaneously Discovering and Quantifying Risk Types from Textual Risk Disclosures , 2014, Manag. Sci..

[24]  Avita Katal,et al.  Big data: Issues, challenges, tools and Good practices , 2013, 2013 Sixth International Conference on Contemporary Computing (IC3).

[25]  Jun Sun,et al.  Compressive data gathering for large-scale wireless sensor networks , 2009, MobiCom '09.

[26]  Lin Guo,et al.  Digging for gold with a simple tool: Validating text mining in studying electronic word-of-mouth (eWOM) communication , 2015 .

[27]  Alexandru Telea,et al.  Multiscale Visualization of Dynamic Software Logs , 2007, EuroVis.

[28]  Hans-Peter Seidel,et al.  A data-driven approach for real-time full body pose reconstruction from a depth camera , 2011, 2011 International Conference on Computer Vision.

[29]  Howard Gobioff,et al.  The Google file system , 2003, SOSP '03.

[30]  Srikumar Krishnamoorthy,et al.  Linguistic features for review helpfulness prediction , 2015, Expert Syst. Appl..

[31]  J. Amankwah‐Amoah,et al.  Bridging technology divide to improve business environment: Insights from African nations , 2019, Journal of Business Research.

[32]  Wendy W. Moe,et al.  Measuring the Value of Social Dynamics in Online Product Ratings Forums , 2010 .

[33]  Garrett P. Sonnier,et al.  A Dynamic Model of the Effect of Online Communications on Firm Sales , 2011, Mark. Sci..

[34]  Chao Wang,et al.  Mining key information of web pages: A method and its application , 2007, Expert Syst. Appl..

[35]  Behrooz Parhami,et al.  Introduction to Parallel Processing: Algorithms and Architectures , 1999 .

[36]  Veda C. Storey,et al.  Business Intelligence and Analytics: From Big Data to Big Impact , 2012, MIS Q..

[37]  Jiexun Li,et al.  An intelligent approach to data extraction and task identification for process mining , 2015, Inf. Syst. Frontiers.

[38]  E. Autio.  INFORMATION EXPOSURE, OPPORTUNITY EVALUATION, AND ENTREPRENEURIAL ACTION: AN INVESTIGATION OF AN ONLINE USER COMMUNITY , 2013 .

[39]  Desheng Dash Wu,et al.  Using text mining and sentiment analysis for online forums hotspot detection and forecast , 2010, Decis. Support Syst..

[40]  Shahriar Akter,et al.  Big data analytics and firm performance: Effects of dynamic capabilities , 2017 .

[41]  Elisabetta Fersini,et al.  Sentiment analysis: Bayesian Ensemble Learning , 2014, Decis. Support Syst..

[42]  Jennifer J. Argo,et al.  The Influence of Friends on Consumer Spending: The Role of Agency–Communion Orientation and Self-Monitoring , 2010 .

[43]  Ze Wang,et al.  Efficient Methods for Sampling Responses from Large-Scale Qualitative Data , 2011, Mark. Sci..

[44]  Padmini Srinivasan,et al.  On the predictive ability of narrative disclosures in annual reports , 2010, Eur. J. Oper. Res..

[45]  T. Melewar,et al.  Brand innovation and social media: Knowledge acquisition from social media, market orientation, and the moderating role of social media strategic capability ☆ , 2015 .

[46]  You-Jin Park,et al.  Individual and group behavior-based customer profile model for personalized product recommendation , 2009, Expert Syst. Appl..

[47]  Pasquale Lops,et al.  CrowdPulse: A framework for real-time semantic analysis of social streams , 2015, Inf. Syst..

[48]  Bingbing Ni,et al.  Assistive tagging: A survey of multimedia tagging with human-computer joint exploration , 2012, CSUR.

[49]  Sung-Shun Weng,et al.  Using text classification and multiple concepts to answer e-mails , 2004, Expert Syst. Appl..

[50]  Gita Alaghband,et al.  Fundamentals of Parallel Processing , 2002 .

[51]  Dirk Thorleuchter,et al.  Predicting e-commerce company success by mining the text of its publicly-accessible website , 2012, Expert Syst. Appl..

[52]  Kerstin Schäfer,et al.  Determining the performance of website-based relationship marketing , 2013, Expert Syst. Appl..

[53]  Yi-Hsiu Cheng,et al.  Social influence's impact on reader perceptions of online reviews , 2015 .

[54]  F. Phillips.  A perspective on ‘Big Data’ , 2017 .

[55]  Radha Telikepalli,et al.  Storage area network extension solutions and their performance assessment , 2004, IEEE Communications Magazine.

[56]  Barbara Wixom,et al.  The Current State of Business Intelligence , 2007, Computer.

[57]  Rahul Telang,et al.  Measuring Information Diffusion in an Online Community , 2009, J. Manag. Inf. Syst..

[58]  Florian Metze,et al.  Beyond audio and video retrieval: towards multimedia summarization , 2012, ICMR.

[59]  Dirk Thorleuchter,et al.  Predicting customer profitability during acquisition: Finding the optimal combination of data source and data mining technique , 2013, Expert Syst. Appl..

[60]  Qing Cao,et al.  Exploring determinants of voting for the "helpfulness" of online user reviews: A text mining approach , 2011, Decis. Support Syst..

[61]  Dirk Thorleuchter,et al.  Web mining based extraction of problem solution ideas , 2013, Expert Syst. Appl..

[62]  Ying Wah Teh,et al.  Text mining for market prediction: A systematic review , 2014, Expert Syst. Appl..

[63]  Chetan Gupta,et al.  A platform for situational awareness in operational BI , 2012, Decis. Support Syst..

[64]  Yücel Saygin,et al.  Sentimental causal rule discovery from Twitter , 2014, Expert Syst. Appl..

[65]  Dimitrios Zissis,et al.  Securing e-Government and e-Voting with an open cloud computing architecture , 2011, Gov. Inf. Q..

[66]  T. Davenport.  Competing on analytics. , 2006, Harvard business review.

[67]  Özcan Özyurt,et al.  Chat mining: Automatically determination of chat conversations' topic in Turkish text based chat mediums , 2010, Expert Syst. Appl..

[68]  Philip L. Roth,et al.  Social Media for Selection? Validity and Adverse Impact Potential of a Facebook-Based Assessment , 2016 .

[69]  Arun Sundararajan,et al.  The Visible Hand? Demand Effects of Recommendation Networks in Electronic Markets , 2012, Manag. Sci..

[70]  Sang Pil Han,et al.  Estimating Demand for Mobile Applications in the New Economy , 2014, Manag. Sci..

[71]  Wu He,et al.  Examining students' online interaction in a live video streaming environment using data mining and text mining , 2013, Comput. Hum. Behav..

[72]  T. Hennig-Thurau,et al.  Does Twitter matter? The impact of microblogging word of mouth on consumers’ adoption of new movies , 2013 .

[73]  David M. Blei,et al.  Probabilistic topic models , 2012, Commun. ACM.

[74]  Erik Brynjolfsson,et al.  Big data: the management revolution. , 2012, Harvard business review.

[75]  Taghi M. Khoshgoftaar,et al.  Deep learning applications and challenges in big data analytics , 2015, Journal of Big Data.

[76]  Wei-Po Lee,et al.  Deploying personalized mobile services in an agent-based environment , 2007, Expert Syst. Appl..

[77]  Jenny A. Harding,et al.  Textual data mining for industrial knowledge management and text classification: A business oriented approach , 2012, Expert Syst. Appl..

[78]  Jan A. Van Mieghem,et al.  Clickstream Data and Inventory Management: Model and Empirical Analysis , 2014 .

[79]  Knut Blind,et al.  Extending the knowledge base of foresight: The contribution of text mining , 2017 .

[80]  Ramiz M. Aliguliyev,et al.  A new sentence similarity measure and sentence based extractive technique for automatic text summarization , 2009, Expert Syst. Appl..

[81]  Anne Sunikka,et al.  Applying text-mining to personalization and customization research literature - Who, what and where? , 2012, Expert Syst. Appl..

[82]  Zhihan Lv,et al.  Next-Generation Big Data Analytics: State of the Art, Challenges, and Future Research Topics , 2017, IEEE Transactions on Industrial Informatics.

[83]  Marian Garcia Martinez,et al.  Social Media: A Tool for Open Innovation , 2014 .

[84]  Lillian Lee,et al.  Opinion Mining and Sentiment Analysis , 2008, Found. Trends Inf. Retr..

[85]  Zheng Fang,et al.  Mobile Ad Effectiveness: Hyper-Contextual Targeting with Crowdedness , 2016 .

[86]  C. M. Roberts,et al.  Radio frequency identification (RFID) , 2006, Comput. Secur..

[87]  Sean W. M. Siqueira,et al.  Contextual web searches in Facebook using learning materials and discussion messages , 2013, Comput. Hum. Behav..

[88]  Aart J. C. Bik,et al.  Pregel: a system for large-scale graph processing , 2010, SIGMOD Conference.

[89]  Hua Xu,et al.  A rule-based approach to emotion cause detection for Chinese micro-blogs , 2015, Expert Syst. Appl..

[90]  Param Vir Singh,et al.  The Emergence of Opinion Leaders in a Networked Online Community: A Dyadic Model with Time Dynamics and a Heuristic for Fast Estimation , 2013 .

[91]  Hassan Mathkour,et al.  Selection criteria for text mining approaches , 2015, Comput. Hum. Behav..

[92]  Shuk Ying Ho,et al.  Timing of Adaptive Web Personalization and Its Effects on Online Consumer Behavior , 2011, Inf. Syst. Res..

[93]  W Shieh,et al.  OFDM for Flexible High-Speed Optical Networks , 2011, Journal of Lightwave Technology.

[94]  Dan McCreary.  Making Sense of NoSQL , 2014 .

[95]  Robert U. Ayres,et al.  The future of technological forecasting , 1989 .

[96]  Maurizio Lenzerini,et al.  Data integration: a theoretical perspective , 2002, PODS.

[97]  Jennifer Widom,et al.  GPS: a graph processing system , 2013, SSDBM.

[98]  David Nicholas,et al.  Micro-Mining and Segmented Log File Analysis: A Method for Enriching the Data Yield from Internet Log Files , 2003, J. Inf. Sci..

[99]  Leonardo Neumeyer,et al.  S4: Distributed Stream Computing Platform , 2010, 2010 IEEE International Conference on Data Mining Workshops.

[100]  Nathan M. Fong,et al.  Geo-Conquesting: Competitive Locational Targeting of Mobile Promotions , 2014 .

[101]  Ling Liu,et al.  Manipulation of online reviews: An analysis of ratings, readability, and sentiments , 2012, Decis. Support Syst..

[102]  Andrés Montoyo,et al.  Detecting implicit expressions of emotion in text: A comparative analysis , 2012, Decis. Support Syst..

[103]  Amy Wenxuan Ding,et al.  Learning User Real-Time Intent for Optimal Dynamic Web Page Transformation , 2015, Inf. Syst. Res..

[104]  Surajit Chaudhuri,et al.  An overview of business intelligence technology , 2011, Commun. ACM.

[105]  Kibeom Lee,et al.  Music recommendation using text analysis on song requests to radio stations , 2014, Expert Syst. Appl..

[106]  Hsin-Chang Yang,et al.  Image semantics discovery from web pages for semantic-based image retrieval using self-organizing maps , 2008, Expert Syst. Appl..

[107]  Rodney Van Meter,et al.  Network attached storage architecture , 2000, CACM.

[108]  Han Tong Loh,et al.  Gather customer concerns from online product reviews - A text summarization approach , 2009, Expert Syst. Appl..

[109]  Harikesh S. Nair,et al.  Social Ties and User Generated Content: Evidence from an Online Social Network , 2011 .

[110]  Ohbyung Kwon,et al.  Deep sentiment analysis: Mining the causality between personality-value-attitude for analyzing business ads in social media , 2013, Expert Syst. Appl..

[111]  Robert U. Ayres,et al.  The digital economy: Where do we stand? , 2004 .

[112]  Anne Kao,et al.  Natural Language Processing and Text Mining , 2006 .

[113]  Subhajyoti Bandyopadhyay,et al.  Cloud computing - The business perspective , 2011, Decis. Support Syst..

[114]  Muhammad Shiraz,et al.  Big Data: Survey, Technologies, Opportunities, and Challenges , 2014, TheScientificWorldJournal.

[115]  Rick Cattell,et al.  Scalable SQL and NoSQL data stores , 2011, SGMD.

[116]  Martin Wetzels,et al.  More than Words: The Influence of Affective Content and Linguistic Style Matches in Online Reviews on Conversion Rates , 2013 .

[117]  Jacob Goldenberg,et al.  Mine Your Own Business: Market-Structure Surveillance Through Text Mining , 2012, Mark. Sci..

[118]  Seref Sagiroglu,et al.  Big data: A review , 2013, 2013 International Conference on Collaboration Technologies and Systems (CTS).

[119]  Qiang Ye,et al.  Sentiment classification of online reviews to travel destinations by supervised machine learning approaches , 2009, Expert Syst. Appl..

[120]  Armin Beverungen,et al.  Free Labour, Social Media, Management: Challenging Marxist Organization Studies , 2015 .

[121]  David S. Cochran,et al.  Big data analytics with applications , 2014 .

[122]  Sanjay Ghemawat,et al.  MapReduce: a flexible data processing tool , 2010, CACM.

[123]  A. Kaplan,et al.  Users of the world, unite! The challenges and opportunities of Social Media , 2010 .

[124]  Per Jönsson,et al.  Seasonality extraction by function fitting to time-series of satellite sensor data , 2002, IEEE Trans. Geosci. Remote. Sens..

[125]  Ganesh Iyer,et al.  Competing for Attention in Social Communication Markets , 2015 .

[126]  Raghu Ramakrishnan,et al.  Database Management Systems , 1976 .

[127]  Andreas B. Eisingerich,et al.  Why recommend a brand face-to-face but not on Facebook? How word-of-mouth on online social sites differs from traditional word-of-mouth , 2015 .

[128]  Mike Thelwall,et al.  A web crawler design for data mining , 2001, J. Inf. Sci..

[129]  Surya B. Yadav,et al.  A computational model for financial reporting fraud detection , 2011, Decis. Support Syst..

[130]  Dirk Thorleuchter,et al.  Mining ideas from textual information , 2010, Expert Syst. Appl..

[131]  Estevam R. Hruschka,et al.  Tweet sentiment analysis with classifier ensembles , 2014, Decis. Support Syst..

[132]  Chung-Hong Lee,et al.  An information fusion approach to integrate image annotation and text mining methods for geographic knowledge discovery , 2012, Expert Syst. Appl..

[133]  D. Shepherd,et al.  Life After Business Failure , 2013 .

[134]  Hairong Kuang,et al.  The Hadoop Distributed File System , 2010, 2010 IEEE 26th Symposium on Mass Storage Systems and Technologies (MSST).

[135]  Niladri Chatterjee,et al.  Sentiment Analysis of Twitter Feeds , 2014, BDA.

[136]  Mike Thelwall,et al.  Web log file analysis: backlinks and queries , 2001, Aslib Proc..

[137]  M. Haenlein.  A social network analysis of customer-level revenue distribution , 2011 .

[138]  Hongliang Yu,et al.  A study of supervised term weighting scheme for sentiment analysis , 2014, Expert Syst. Appl..

[139]  Jonah A. Berger.  Word of mouth and interpersonal communication: A review and directions for future research , 2014 .

[140]  Kristina Chodorow,et al.  MongoDB: The Definitive Guide , 2010 .

[141]  Dursun Delen,et al.  Seeding the survey and analysis of research literature with text mining , 2008, Expert Syst. Appl..

[142]  Wu He,et al.  A novel social media competitive analytics framework with sentiment benchmarks , 2015, Inf. Manag..

[143]  Feng Wang,et al.  Networked Wireless Sensor Data Collection: Issues, Challenges, and Approaches , 2011, IEEE Communications Surveys & Tutorials.

[144]  Tsung-Han Tsai,et al.  Exploring Contextual Redundancy in Improving Object-Based Video Coding for Video Sensor Networks Surveillance , 2012, IEEE Transactions on Multimedia.

[145]  Ping Yang,et al.  A Sketch of Big Data Technologies , 2013, 2013 Seventh International Conference on Internet Computing for Engineering and Science.

[146]  Sungjoo Lee,et al.  Keyword selection and processing strategy for applying text mining to patent analysis , 2015, Expert Syst. Appl..

[147]  Monic Sun,et al.  How Does the Variance of Product Ratings Matter? , 2010, Manag. Sci..

[148]  P. Chatterjee,et al.  Modeling the Clickstream: Implications for Web-Based Advertising Efforts , 2003 .

[149]  Joseph M. Hellerstein,et al.  MapReduce Online , 2010, NSDI.

[150]  Yunhao Liu,et al.  Big Data: A Survey , 2014, Mob. Networks Appl..

[151]  Sachchidanand Singh,et al.  Big Data analytics , 2012 .

[152]  Chih-Ping Wei,et al.  Managing Word Mismatch Problems in Information Retrieval: A Topic-Based Query Expansion Approach , 2007, J. Manag. Inf. Syst..

[153]  Timo Honkela,et al.  Text Mining in Qualitative Research , 2009 .

[154]  Nasir Ghani,et al.  On IP-over-WDM integration , 2000, IEEE Commun. Mag..

[155]  Hsin-Chang Yang,et al.  A text mining approach on automatic generation of web directories and hierarchies , 2004, Expert Syst. Appl..

[156]  José Ruiz-Shulcloper,et al.  A tool to discover the main themes in a Spanish or English document , 2000 .

[157]  Wing-Keung Wong,et al.  A cloud-based intelligent decision-making system for order tracking and allocation in apparel manufacturing , 2014 .

[158]  Rajdeep Grewal,et al.  Cable News Wars on the Internet: Competition and User-Generated Content , 2015, Inf. Syst. Res..

[159]  Jeremy C. Short,et al.  The Art of Writing a Review Article , 2009 .

[160]  Syed Akhter Hossain,et al.  NoSQL Database: New Era of Databases for Big data Analytics - Classification, Characteristics and Comparison , 2013, ArXiv.

[161]  Chih-Ping Wei,et al.  Accommodating Individual Preferences in the Categorization of Documents: A Personalized Clustering Approach , 2006, J. Manag. Inf. Syst..

[162]  Chih-Ping Wei,et al.  A Latent Semantic Indexing-based approach to multilingual document clustering , 2008, Decis. Support Syst..

[163]  Jay F. Nunamaker,et al.  A Visual Framework for Knowledge Discovery on the Web: An Empirical Study of Business Intelligence Exploration , 2005, J. Manag. Inf. Syst..

[164]  Weiguo Fan,et al.  An integrated two-stage model for intelligent information routing , 2006, Decis. Support Syst..

[165]  Francesco Colace,et al.  Sentiment detection in social networks and in collaborative learning environments , 2015, Comput. Hum. Behav..

[166]  Xiaojun Wang,et al.  Exploring the effect of user engagement in online brand communities: Evidence from Twitter , 2017, Comput. Hum. Behav..

[167]  Tasawar Hussain,et al.  Web usage mining: A survey on preprocessing of web log file , 2010, 2010 International Conference on Information and Emerging Technologies.

[168]  Joseph Amankwah-Amoah,et al.  Safety or no safety in numbers? Governments, big data and public policy formulation , 2015, Ind. Manag. Data Syst..

[169]  Hsin-Chang Yang.  Automatic generation of semantically enriched web pages by a text mining approach , 2009, Expert Syst. Appl..

[170]  Dhruv Grewal,et al.  Understanding social media effects across seller, retailer, and consumer interactions , 2013, Journal of the Academy of Marketing Science.

[171]  Yongtae Park,et al.  Review-based measurement of customer satisfaction in mobile service: Sentiment analysis and VIKOR approach , 2014, Expert Syst. Appl..

[172]  Chris Forman,et al.  News Media Channels: Complements or Substitutes? Evidence from Mobile Phone Usage , 2013, ICIS.

[173]  Victor R. Prybutok,et al.  Extending monitoring methods to textual data: a research agenda , 2014 .

[174]  Janghyeok Yoon,et al.  Detecting weak signals for long-term business opportunities using text mining of Web news , 2012, Expert Syst. Appl..

[175]  Torben Bach Pedersen,et al.  Multidimensional Database Technology , 2001, Computer.

[176]  Andrew Schwarz,et al.  Examining the Impact of Multicollinearity in Discovering Higher-Order Factor Models , 2014, Commun. Assoc. Inf. Syst..

[177]  Param Vir Singh,et al.  How to Attract and Retain Readers in Enterprise Blogging? , 2014, Inf. Syst. Res..

[178]  Yung-Ming Li,et al.  Enhancing Targeted Advertising with Social Context Endorsement , 2014, Int. J. Electron. Commer..

[179]  Felipe Bravo-Marquez,et al.  A novel deterministic approach for aspect-based opinion mining in tourism products reviews , 2014, Expert Syst. Appl..

[180]  Wan-Shiou Yang,et al.  A location-aware recommender system for mobile shopping environments , 2008, Expert Syst. Appl..

[181]  Guy Paré,et al.  Synthesizing information systems knowledge: A typology of literature reviews , 2015, Inf. Manag..

[182]  Luca Cagliero,et al.  Multi-document summarization based on the Yago ontology , 2013, Expert Syst. Appl..

[183]  Wu He,et al.  Improving user experience with case-based reasoning systems using text mining and Web 2.0 , 2013, Expert Syst. Appl..

[184]  Joseph Amankwah-Amoah,et al.  Integrated vs. Add-On: A Multidimensional Conceptualisation of Technology Obsolescence , 2016 .

[185]  Babis Theodoulidis,et al.  Analyzing Customer Experience Feedback Using Text Mining , 2014 .

[186]  Yang Yu,et al.  The impact of social and conventional media on firm equity value: A sentiment analysis approach , 2013, Decis. Support Syst..

[187]  Christian Homburg,et al.  Measuring and Managing Consumer Sentiment in an Online Community Environment , 2015 .

[188]  Wei Wang,et al.  Multi-grain hierarchical topic extraction algorithm for text mining , 2010, Expert Syst. Appl..

[189]  Sang Pil Han,et al.  An Empirical Analysis of User Content Generation and Usage Behavior on the Mobile Internet , 2011, Manag. Sci..

[190]  Robert U. Ayres,et al.  Technology: The wealth of nations , 1988 .

[191]  Paulo Cortez,et al.  Business intelligence in banking: A literature analysis from 2002 to 2013 using text mining and latent Dirichlet allocation , 2015, Expert Syst. Appl..

[192]  S. Seuring,et al.  Conducting content‐analysis based literature reviews in supply chain management , 2012 .

[193]  Paolo Napoletano,et al.  Text classification using a few labeled examples , 2014, Comput. Hum. Behav..

[194]  Rajkumar Buyya,et al.  Big Data computing and clouds: Trends and future directions , 2013, J. Parallel Distributed Comput..

[195]  Beibei Li,et al.  Designing Ranking Systems for Hotels on Travel Search Engines by Mining User-Generated and Crowd-Sourced Content , 2011, Mark. Sci..

[196]  Murtaza Haider,et al.  Beyond the hype: Big data concepts, methods, and analytics , 2015, Int. J. Inf. Manag..

[197]  Sankar K. Pal,et al.  Web mining in soft computing framework: relevance, state of the art and future directions , 2002, IEEE Trans. Neural Networks.

[198]  Gustavo Alonso,et al.  A Pipelined Framework for Online Cleaning of Sensor Data Streams , 2006, 22nd International Conference on Data Engineering (ICDE'06).

[199]  Hsin-Chang Yang,et al.  An image annotation approach using location references to enhance geographic knowledge discovery , 2011, Expert Syst. Appl..

[200]  Christopher L. Shook,et al.  The Concept of “Opportunity” in Entrepreneurship Research: Past Accomplishments and Future Challenges , 2010 .

[201]  Weiguo Fan,et al.  Tapping the power of text mining , 2006, CACM.

[202]  Chih-Ping Wei,et al.  A collaborative filtering-based approach to personalized document clustering , 2008, Decis. Support Syst..

[203]  Yong Tan,et al.  Do I Follow My Friends or the Crowd? Information Cascades in Online Movie Ratings , 2014, Manag. Sci..

[204]  Ying Wah Teh,et al.  Text mining of news-headlines for FOREX market prediction: A Multi-layer Dimension Reduction Algorithm with semantics and sentiment , 2015, Expert Syst. Appl..

[205]  R. Krishnamoorthi,et al.  Identifying User Behavior by Analyzing Web Server Access Log File , 2009 .

[206]  I-Cheng Yeh,et al.  Applications of web mining for marketing of online bookstores , 2009, Expert Syst. Appl..

[207]  Emily B. Falk,et al.  Neural Correlates of Susceptibility to Group Opinions in Online Word-of-Mouth Recommendations , 2015 .

[208]  Gerald Häubl,et al.  When Social Media Can Be Bad for You: Community Feedback Stifles Consumer Creativity and Reduces Satisfaction with Self-Designed Products , 2013, Inf. Syst. Res..

[209]  Hani Safadi,et al.  The Emergence of Online Community Leadership , 2015, Inf. Syst. Res..

[210]  Javier M. Moguerza,et al.  A multi-stage method for content classification and opinion mining on weblog comments , 2013, Annals of Operations Research.

[211]  Paul Jen-Hwa Hu,et al.  Predicting Adoption Probabilities in Social Networks , 2012, Inf. Syst. Res..

[212]  Minqiang Li,et al.  Personalized recommendations based on time-weighted overlapping community detection , 2015, Inf. Manag..

[213]  Raymond R. Burke,et al.  An Examination of Social Influence on Shopper Behavior Using Video Tracking Data , 2014 .

[214]  Mohamed M. Mostafa,et al.  More than words: Social networks' text mining for consumer brand sentiments , 2013, Expert Syst. Appl..

[215]  Jiawei Han,et al.  Data Mining: Concepts and Techniques , 2000 .

[216]  Ramiz M. Aliguliyev,et al.  Clustering of document collection - A weighting approach , 2009, Expert Syst. Appl..

[217]  Gerald C. Kane,et al.  Network Characteristics and the Value of Collaborative User-Generated Content , 2011, Mark. Sci..

[218]  Christie M. Fuller,et al.  An investigation of data and text mining methods for real world deception detection , 2011, Expert Syst. Appl..

[219]  Heikki Karjaluoto,et al.  The use of Web analytics for digital marketing performance measurement , 2015 .

[220]  Miriam A. M. Capretz,et al.  Challenges for MapReduce in Big Data , 2014, 2014 IEEE World Congress on Services.

[221]  Kannan Srinivasan,et al.  Modeling Online Browsing and Path Analysis Using Clickstream Data , 2004 .

[222]  Anindya Datta,et al.  Domain Adaptation for Sentiment Classification in Light of Multiple Sources , 2014, INFORMS J. Comput..

[223]  Jingzhong Wang,et al.  A hybrid framework to extract bilingual multiword expression from free text , 2011, Expert Syst. Appl..

[224]  Tim O'Reilly,et al.  What is Web 2.0: Design Patterns and Business Models for the Next Generation of Software , 2007 .

[225]  Andrian Marcus,et al.  Data Cleansing: Beyond Integrity Analysis 1 , 2000 .

[226]  Jie Jennifer Zhang,et al.  Social Media and Firm Equity Value , 2013, Inf. Syst. Res..

[227]  Sriram Venkataraman,et al.  Blogs, Advertising, and Local-Market Movie Box Office Performance , 2013, Manag. Sci..

[228]  Tobias Kretschmer,et al.  The Effects of Rewarding User Engagement – The Case of Facebook Apps , 2012, Inf. Syst. Res..

[229]  Wanda J. Orlikowski,et al.  What Happens When Evaluation Goes Online? Exploring Apparatuses of Valuation in the Travel Sector , 2014, Organ. Sci..

[230]  Randal C. Burns,et al.  Authenticating Network-Attached Storage , 2000, IEEE Micro.

[231]  Weiguo Fan,et al.  An Integrated Text Analytic Framework for Product Defect Discovery , 2015 .

[232]  Ahmed Elragal,et al.  Big Data Analytics: A Literature Review Paper , 2014, ICDM.

[233]  Hema Yoganarasimhan,et al.  Link to Success: How Blogs Build an Audience by Promoting Rivals , 2012, Manag. Sci..

[234]  G. Tellis,et al.  Mining Marketing Meaning from Online Chatter: Strategic Brand Analysis of Big Data Using Latent Dirichlet Allocation , 2014 .

[235]  Benjamin W. Wah,et al.  Significance and Challenges of Big Data Research , 2015, Big Data Res..

[236]  Chien Chin Chen,et al.  Quality evaluation of product reviews using an information quality framework , 2011, Decis. Support Syst..

[237]  Xiaomin Zhu,et al.  A scalable approach for content based image retrieval in cloud datacenter , 2013, Information Systems Frontiers.

[238]  Lynn Wu,et al.  Social Network Effects on Productivity and Job Security: Evidence from the Adoption of a Social Networking Tool , 2012, Inf. Syst. Res..

[239]  Rafael Berlanga Llavori,et al.  Storing and analysing voice of the market data in the corporate data warehouse , 2013, Inf. Syst. Frontiers.

[240]  Tzu-Liang Tseng,et al.  Discovering business intelligence from online product reviews: A rule-induction framework , 2012, Expert Syst. Appl..

[241]  Jonathan W. Berry,et al.  Challenges in Parallel Graph Processing , 2007, Parallel Process. Lett..

[242]  T. Du,et al.  Building a targeted mobile advertising system for location-based services , 2012, Decis. Support Syst..

[243]  K. Goh,et al.  Social Media Brand Community and Consumer Behavior: Quantifying the Relative Impact of User- and Marketer-Generated Content , 2013 .

[244]  Dursun Delen,et al.  Data, information and analytics as services , 2013, Decis. Support Syst..

[245]  P. K. Kannan,et al.  The Informational Value of Social Tagging Networks , 2014 .

[246]  Imad Aad,et al.  The Mobile Data Challenge: Big Data for Mobile Computing Research , 2012 .

[247]  Russell Cropanzano,et al.  Writing Nonempirical Articles for Journal of Management: General Thoughts and Suggestions , 2009 .

[248]  P. Bobko,et al.  Social Media in Employee-Selection-Related Decisions , 2016 .

[249]  Michel Wedel,et al.  Adaptive personalization using social networks , 2015, Journal of the Academy of Marketing Science.

[250]  Philip S. Yu,et al.  Top 10 algorithms in data mining , 2007, Knowledge and Information Systems.

[251]  Roger Jianxin Jiao,et al.  An associative classification-based recommendation system for personalization in B2C e-commerce applications , 2007, Expert Syst. Appl..

[252]  Kam-Fai Wong,et al.  Web 2.0 Environmental Scanning and Adaptive Decision Support for Business Mergers and Acquisitions , 2012, MIS Q..

[253]  Thomas L. Ngo-Ye,et al.  The influence of reviewer engagement characteristics on online review helpfulness: A text regression model , 2014, Decis. Support Syst..

[254]  Eric T. Bradlow,et al.  Automated Marketing Research Using Online Customer Reviews , 2011 .

[255]  David A. Schweidel,et al.  Listening in on Social Media: A Joint Model of Sentiment and Venue Format Choice , 2014 .

[256]  Miguel Ángel García Cumbreras,et al.  Pessimists and optimists: Improving collaborative filtering through sentiment analysis , 2013, Expert Syst. Appl..

[257]  Zheng Fang,et al.  Mobile Targeting , 2013, Manag. Sci..

[258]  Usman Qamar,et al.  TOM: Twitter opinion mining framework using hybrid classification scheme , 2014, Decis. Support Syst..

[259]  Gerd J. Hahn,et al.  A perspective on applications of in-memory analytics in supply chain management , 2015, Decis. Support Syst..

[260]  Evandro Costa,et al.  A framework for building web mining applications in the world of blogs: A case study in product sentiment analysis , 2012, Expert Syst. Appl..

[261]  Raji Srinivasan,et al.  Social Influence Effects in Online Product Ratings , 2012 .

[262]  Joseph Amankwah-Amoah,et al.  Emerging economies, emerging challenges: Mobilising and capturing value from big data , 2016 .

[263]  Stephan Ludwig,et al.  Take Their Word for It: The Symbolic Role of Linguistic Style Matches in User Communities , 2014, MIS Q..

[264]  Dirk Thorleuchter,et al.  Analyzing existing customers' websites to improve the customer acquisition process as well as the profitability prediction in B-to-B marketing , 2012, Expert Syst. Appl..

[265]  Yonggang Wen,et al.  Toward Scalable Systems for Big Data Analytics: A Technology Tutorial , 2014, IEEE Access.

[266]  Ching-man Au Yeung,et al.  "Popularity Effect" in User-Generated Content: Evidence from Online Product Reviews , 2014, Inf. Syst. Res..

[267]  Hing Kai Chan,et al.  A Mixed‐Method Approach to Extracting the Value of Social Media Data , 2016 .

[268]  Gang Kou,et al.  Multiple factor hierarchical clustering algorithm for large scale web page and search engine clickstream data , 2012, Ann. Oper. Res..

[269]  Marc J. Schniederjans,et al.  Enhancing financial performance with social media: An impression management perspective , 2013, Decis. Support Syst..

[270]  Yoonseo Park,et al.  The impact of text product reviews on sales , 2014 .

[271]  Werner Vogels,et al.  Dynamo: amazon's highly available key-value store , 2007, SOSP.

[272]  Seyed H. Roosta.  Parallel processing and parallel algorithms - theory and computation , 1999 .

[273]  Christian Fieseler,et al.  A social net? Internet and social media use during unemployment , 2014 .

[274]  Anuradha Bhamidipaty,et al.  Interactive deduplication using active learning , 2002, KDD.

[275]  Astrid Dickinger,et al.  Analyzing destination branding and image from online sources: A web content mining approach , 2015 .

[276]  Vincenzo Moscato,et al.  A collaborative user-centered framework for recommending items in Online Social Networks , 2015, Comput. Hum. Behav..

[277]  Nicu Sebe,et al.  Content-based multimedia information retrieval: State of the art and challenges , 2006, TOMCCAP.

[278]  Sanjay Ghemawat,et al.  MapReduce: Simplified Data Processing on Large Clusters , 2004, OSDI.

[279]  Kristof Coussement,et al.  Integrating the voice of customers through call center emails into a decision support system for churn prediction , 2008, Inf. Manag..

[280]  Jong Hwan Suh,et al.  Applying text and data mining techniques to forecasting the trend of petitions filed to e-People , 2010, Expert Syst. Appl..

[281]  Luis Gravano,et al.  Text joins in an RDBMS for web data integration , 2003, WWW '03.

[282]  Terry Anthony Byrd,et al.  Big data analytics: Understanding its capabilities and potential benefits for healthcare organizations , 2018 .

[283]  Farnoush Banaei Kashani,et al.  Efficient and Anonymous Web-Usage Mining for Web Personalization , 2003, INFORMS J. Comput..

[284]  Roger H. L. Chiang,et al.  Database Submission - Market Dynamics and User-Generated Content About Tablet Computers , 2014, Mark. Sci..

[285]  Luiz André Barroso,et al.  The Datacenter as a Computer: An Introduction to the Design of Warehouse-Scale Machines, Second Edition , 2013, The Datacenter as a Computer: An Introduction to the Design of Warehouse-Scale Machines, Second Edition.

[286]  P. Rita,et al.  A Text Mining-Based Review of Cause-Related Marketing Literature , 2015, Journal of Business Ethics.

[287]  Gregor von Bochmann,et al.  Crawling rich internet applications: the state of the art , 2012, CASCON.

[288]  JoongHo Ahn,et al.  Helpfulness of Online Consumer Reviews: Readers' Objectives and Review Cues , 2012, Int. J. Electron. Commer..

[289]  S. Guercini,et al.  Exploring brand associations: an innovative methodological approach , 2014 .