A retrospective study on handwritten mathematical symbols and expressions: Classification and recognition

[1]  Masakazu Suzuki,et al.  Detecting Mathematical Expressions in Scientific Document Images Using a U-Net Trained on a Diverse Dataset , 2019, IEEE Access.

[2]  Pearl Brereton,et al.  Systematic literature reviews in software engineering - A systematic literature review , 2009, Inf. Softw. Technol..

[3]  Bipin Indurkhya,et al.  Augmented incremental recognition of online handwritten mathematical expressions , 2018, International Journal on Document Analysis and Recognition (IJDAR).

[4]  Stéphane Lavirotte,et al.  Mathematical formula recognition using graph grammar , 1998, Electronic Imaging.

[5]  Weiqiang Wang,et al.  Recognizing online handwritten Chinese characters using RNNs with new computing architectures , 2019, Pattern Recognit..

[6]  George Labahn,et al.  A new approach for recognizing handwritten mathematics using relational grammars and fuzzy sets , 2013, International Journal on Document Analysis and Recognition (IJDAR).

[7]  Jin Hyung Kim,et al.  Efficient search strategy in structural analysis for handwritten mathematical expression recognition , 2009, Pattern Recognit..

[8]  Xue-Dong Tian,et al.  Research on Symbol Recognition for Mathematical Expressions , 2006, First International Conference on Innovative Computing, Information and Control - Volume I (ICICIC'06).

[9]  Pallavi Ratra,et al.  RECOGNIZING HANDWRITTEN MATHEMATICAL EXPRESSIONS , 2019 .

[10]  Hsi-Jian Lee,et al.  Understanding mathematical expressions using procedure-oriented transformation , 1994, Pattern Recognit..

[11]  Belaid Bouikhalene,et al.  Handwritten Mathematical Expressions Recognition , 2016 .

[12]  Wasim Ahmad,et al.  A new forecasting model with wrapper-based feature selection approach using multi-objective optimization technique for chaotic crude oil time series , 2020 .

[13]  Richard Zanibbi,et al.  Layout-based substitution tree indexing and retrieval for mathematical expressions , 2012, Electronic Imaging.

[14]  Abdullah Abrizah,et al.  Early career researchers and their publishing and authorship practices , 2017, Learn. Publ..

[15]  Pengfei Liu,et al.  A TWO-STAGE FRAMEWORK FOR MATHEMATICAL EXPRESSION RECOGNITION , 2019 .

[16]  Horst Bunke Attributed Programmed Graph Grammars and Their Application to Schematic Diagram Interpretation , 1982, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[17]  Jun Du,et al.  Track, Attend, and Parse (TAP): An End-to-End Framework for Online Handwritten Mathematical Expression Recognition , 2019, IEEE Transactions on Multimedia.

[18]  Jueping Cai,et al.  Hybrid CNN-GRU model for high efficient handwritten digit recognition , 2019, AIPR '19.

[19]  James O. Ramsay,et al.  Functional Components of Variation in Handwriting , 2000 .

[20]  Siu Cheung Hui,et al.  Progressive structural analysis for dynamic recognition of on-line handwritten mathematical expressions , 2008, Pattern Recognit. Lett..

[21]  Hung Tuan Nguyen,et al.  CNN based spatial classification features for clustering offline handwritten mathematical expressions , 2020, Pattern Recognit. Lett..

[22]  Masakazu Suzuki,et al.  Mathematical symbol recognition with support vector machines , 2007, Pattern Recognit. Lett..

[23]  Shiliang Zhang,et al.  Watch, attend and parse: An end-to-end neural network based approach to handwritten mathematical expression recognition , 2017, Pattern Recognit..

[24]  Masaki Nakagawa,et al.  A system for recognizing online handwritten mathematical expressions by using improved structural analysis , 2016, International Journal on Document Analysis and Recognition (IJDAR).

[25]  Utpal Garain,et al.  EMERS: a tree matching–based performance evaluation of mathematical expression recognition systems , 2010, International Journal on Document Analysis and Recognition (IJDAR).

[26]  Dit-Yan Yeung,et al.  An efficient syntactic approach to structural analysis of on-line handwritten mathematical expressions , 2000, Pattern Recognit..

[27]  Harold Mouchère,et al.  A global learning approach for an online handwritten mathematical expression recognition system , 2014, Pattern Recognit. Lett..

[28]  Sanjay S. Gharde,et al.  Identification of Handwritten Simple Mathematical Equation Based on SVM and Projection Histogram , 2013 .

[29]  Masayuki Okamoto,et al.  An Experimental Implementation of a Document Recognition System for Papers Containing Mathematical Expressions , 1992 .

[30]  Lei Hu,et al.  Rotation-robust math symbol recognition and retrieval using outer contours and image subsampling , 2013, Electronic Imaging.

[31]  Harold Mouchère,et al.  A tree-BLSTM-based recognition system for online handwritten mathematical expressions , 2018, Neural Computing and Applications.

[32]  Joan-Andreu Sánchez,et al.  Recognition of on-line handwritten mathematical expressions using 2D stochastic context-free grammars and hidden Markov models , 2014, Pattern Recognit. Lett..

[33]  Joseph J. LaViola,et al.  A Practical Approach for Writer-Dependent Symbol Recognition Using a Writer-Independent Symbol Recognizer , 2007, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[34]  George Labahn,et al.  A Bayesian model for recognizing handwritten mathematical expressions , 2015, Pattern Recognit..

[35]  Richard Zanibbi,et al.  Keyword and image-based retrieval of mathematical expressions , 2011, Electronic Imaging.

[36]  Fei Yin,et al.  Handwritten Mathematical Expression Recognition via Paired Adversarial Learning , 2020, International Journal of Computer Vision.

[37]  Yun Chen,et al.  Structural Analysis and Semantic Understanding for Offline Mathematical Expressions , 2001, Int. J. Pattern Recognit. Artif. Intell..

[38]  Stipe Celar,et al.  International Symposium on Intelligent Manufacturing and Automation , DAAAM 2014 Classification of Test Documents Based on Handwritten Student ID ’ s Characteristics , 2015 .

[39]  Bipin Indurkhya,et al.  Pattern Generation Strategies for Improving Recognition of Handwritten Mathematical Expressions , 2019, Pattern Recognit. Lett..

[40]  Bipin Indurkhya,et al.  Stroke order normalization for improving recognition of online handwritten mathematical expressions , 2019, International Journal on Document Analysis and Recognition (IJDAR).

[41]  Amit Choudhary,et al.  Offline Handwritten Mathematical Expression Evaluator Using Convolutional Neural Network , 2021 .

[42]  Yannis A. Dimitriadis,et al.  Towards an art based mathematical editor, that uses on-line handwritten symbol recognition , 1995, Pattern Recognit..

[43]  Dorothea Blostein,et al.  A graph grammar programming style for recognition of music notation , 1993, Machine Vision and Applications.

[44]  Mohamed Ben Ahmed,et al.  Automatic extraction of printed mathematical formulas using fuzzy logic and propagation of context , 2001, International Journal on Document Analysis and Recognition.

[45]  Richard Zanibbi,et al.  Recognition and retrieval of mathematical expressions , 2011, International Journal on Document Analysis and Recognition (IJDAR).

[46]  Chungkwong Chan,et al.  Stroke Extraction for Offline Handwritten Mathematical Expression Recognition , 2019, IEEE Access.

[47]  Arit Thammano,et al.  A Neural Network Model for Online Handwritten Mathematical Symbol Recognition , 2006, ICIC.

[48]  Hongyu Wang,et al.  Recognizing Handwritten Mathematical Expressions as LaTex Sequences Using a Multiscale Robust Neural Network , 2020, ArXiv.

[49]  Siu Cheung Hui,et al.  Towards a web-based progressive handwriting recognition environment for mathematical problem solving , 2010, Expert Syst. Appl..

[50]  Sebastian Vogt,et al.  Review of distance education research (2000 to 2008): Analysis of research areas, methods, and authorship patterns , 2009 .

[51]  P. A. Chou,et al.  Recognition of Equations Using a Two-Dimensional Stochastic Context-Free Grammar , 1989, Other Conferences.

[52]  Sanjay S. Gharde,et al.  A NEW APPROACH FOR RECOGNIZING OFFLINE HANDWRITTEN MATHEMATICAL SYMBOLS USING CHARACTER GEOMETRY , 2013 .

[53]  Richard Zanibbi,et al.  Recognizing Mathematical Expressions Using Tree Transformation , 2002, IEEE Trans. Pattern Anal. Mach. Intell..

[54]  Fotini Simistira,et al.  Recognition of online handwritten mathematical formulas using probabilistic SVMs and stochastic context free grammars , 2015, Pattern Recognit. Lett..

[55]  Sreekanth Madisetty,et al.  A neural approach for detecting inline mathematical expressions from scientific documents , 2020 .

[56]  Ram Sarkar,et al.  Text-line extraction from handwritten document images using GAN , 2020, Expert Syst. Appl..

[57]  Tingting Liu,et al.  EDSL: An Encoder-Decoder Architecture with Symbol-Level Features for Printed Mathematical Expression Recognition , 2020, ArXiv.

[58]  Pearl Brereton,et al.  Lessons from applying the systematic literature review process within the software engineering domain , 2007, J. Syst. Softw..

[59]  Zhi Tang,et al.  Identification of embedded mathematical formulas in PDF documents using SVM , 2012, Electronic Imaging.

[60]  Mike Thelwall,et al.  The most highly cited Library and Information Science articles: Interdisciplinarity, first authors and citation patterns , 2007, Scientometrics.

[61]  Yong Hu,et al.  Systematic literature review of machine learning based software development effort estimation models , 2012, Inf. Softw. Technol..

[62]  Ching Y. Suen,et al.  Offline handwritten mathematical symbol recognition utilising deep learning , 2019, ArXiv.

[63]  Sanjay S.Gharde,et al.  Evaluation of Classification and Feature Extraction Techniques for Simple Mathematical Equations , 2012 .

[64]  Nina Sumiko Tomita Hirata,et al.  Automatic Labeling of Handwritten Mathematical Symbols via Expression Matching , 2011, GbRPR.

[65]  Masakazu Suzuki,et al.  Identifying Subscripts and Superscripts in Mathematical Documents , 2008, Math. Comput. Sci..

[66]  Shi-Kuo Chang,et al.  A method for the structural analysis of two-dimensional mathematical expressions , 1970, Inf. Sci..

[67]  Enrico Zio,et al.  A new hybrid model for wind speed forecasting combining long short-term memory neural network, decomposition methods and grey wolf optimizer , 2021, Appl. Soft Comput..

[68]  Sargur N. Srihari,et al.  On-Line and Off-Line Handwriting Recognition: A Comprehensive Survey , 2000, IEEE Trans. Pattern Anal. Mach. Intell..

[69]  Frank K. Soong,et al.  A Tree.Trellis Based Fast Search for Finding the N Best Sentence Hypotheses in Continuous Speech Recognition , 1990, HLT.

[70]  Yoshua Bengio,et al.  Drawing and Recognizing Chinese Characters with Recurrent Neural Network , 2016, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[71]  Wei Liang,et al.  Robust encoder-decoder learning framework for offline handwritten mathematical expression recognition based on a multi-scale deep neural network , 2020, Science China Information Sciences.

[72]  Jun Du,et al.  Writer-Aware CNN for Parsimonious HMM-Based Offline Handwritten Chinese Text Recognition , 2018, Pattern Recognit..

[73]  Dingbang Fang,et al.  Multi-Feature Learning by Joint Training for Handwritten Formula Symbol Recognition , 2020, IEEE Access.

[74]  Rabab Kreidieh Ward,et al.  Solving mathematical problems using knowledge-based systems , 2004, Math. Comput. Simul..

[75]  Masaki Nakagawa,et al.  Recognition of Online Handwritten Math Symbols Using Deep Neural Networks , 2016, IEICE Trans. Inf. Syst..

[76]  Harold Mouchère,et al.  A hybrid classifier for handwritten mathematical expression recognition , 2010, Electronic Imaging.

[77]  Ihor Rishnyak,et al.  Application of Methods of Machine Learning for the Recognition of Mathematical Expressions , 2019, COLINS.

[78]  Dit-Yan Yeung,et al.  Mathematical expression recognition: a survey , 2000, International Journal on Document Analysis and Recognition.

[79]  ÁlvaroFrancisco,et al.  An integrated grammar-based approach for mathematical expression recognition , 2016 .

[80]  Ronald Clark,et al.  System for the recognition of online handwritten mathematical expressions , 2013, Eurocon 2013.

[81]  T. V. Raman,et al.  AsTeR: Audio System for Technical Readings , 1994 .

[82]  Bidyut Baran Chaudhuri,et al.  A corpus for OCR research on mathematical expressions , 2004, International Journal of Document Analysis and Recognition (IJDAR).

[83]  Harold Mouchère,et al.  Evaluating structural pattern recognition for handwritten math via primitive label graphs , 2013, Electronic Imaging.

[84]  Lanfang Dong,et al.  Recognition of Offline Handwritten Mathematical Symbols Using Convolutional Neural Networks , 2017, ICIG.

[85]  John A. Fitzgerald,et al.  Structural analysis of handwritten mathematical expressions through fuzzy parsing , 2006, ACST.

[86]  Onisimo Mutanga,et al.  Google Earth Engine Applications Since Inception: Usage, Trends, and Potential , 2018, Remote. Sens..