Artimetrics: Biometrics for Artificial Entities

Domestic and industrial robots, intelligent software agents, virtual-world avatars, and other artificial entities are being created and deployed in our society for various routine and hazardous tasks, as well as for entertainment and companionship. Over the past ten years or so, primarily in response to the growing security threats and financial fraud, it has become necessary to accurately authenticate the identities of human beings using biometrics. For similar reasons, it may become essential to determine the identities of nonbiological entities. Trust and security issues associated with the large-scale deployment of military soldier-robots [55], robot museum guides [22], software office assistants [24], human like biped robots [67], office robots [5], domestic and industrial androids [93], [76], bots [85], robots with humanlike faces [60], virtual-world avatars [109], and thousands of other man-made entities require the development of methods for a decentralized, affordable, automatic, fast, secure, reliable, and accurate means of authenticating these artificial agents. The approach has to be decentralized to allow authority-free authentication important for open-source and collaborative societies. To address these concerns, we proposed [117], [120], [119], [38] the concept of artimetricsa field of study that identifies, classifies, and authenticates robots, software, and virtual reality agents. In this article, unless otherwise qualified, the term robot refers to both embodied robots (industrial, mobile, tele, personal, military, and service) and virtual robots or avatars, focusing specifically on those that have a human morphology.

[1]  Salvatore J. Stolfo,et al.  A Behavior-Based Approach to Securing Email Systems , 2003, MMM-ACNS.

[2]  Fumio Hara,et al.  Study on face robot for active human interface-mechanisms of face robot and expression of 6 basic facial expressions , 1993, Proceedings of 1993 2nd IEEE International Workshop on Robot and Human Communication.

[3]  J KriegmanDavid,et al.  Eigenfaces vs. Fisherfaces , 1997 .

[4]  Satoru Hayamizu,et al.  Socially Embedded Learning of the Office-Conversant Mobil Robot Jijo-2 , 1997, IJCAI.

[5]  Marina L. Gavrilova,et al.  Artificial Face Recognition Using Wavelet Adaptive LBP with Directional Statistical Features , 2012, 2012 International Conference on Cyberworlds.

[6]  Azriel Rosenfeld,et al.  Face recognition: A literature survey , 2003, CSUR.

[7]  Scott S. Snibbe,et al.  Experiences with Sparky, a Social Robot , 2002 .

[8]  M. Turk,et al.  Eigenfaces for Recognition , 1991, Journal of Cognitive Neuroscience.

[9]  Tony Belpaeme,et al.  A study of a retro-projected robotic face and its effectiveness for gaze reading by humans , 2010, 2010 5th ACM/IEEE International Conference on Human-Robot Interaction (HRI).

[10]  Roman V. Yampolskiy,et al.  PARAMETERIZED GENERATION OF AVATAR FACE DATASET , 2008 .

[11]  B. Kjell,et al.  Authorship attribution of text samples using neural networks and Bayesian classifiers , 1994, Proceedings of IEEE International Conference on Systems, Man and Cybernetics.

[12]  Thomas S. Huang,et al.  Human face detection in a complex background , 1994, Pattern Recognit..

[13]  Najoua Essoukri Ben Amara,et al.  Evaluation of SVM Classification of Avatar Facial Recognition , 2011, ISNN.

[14]  G. Rizzolatti,et al.  Brain Response to a Humanoid Robot in Areas Implicated in the Perception of Human Emotional Gestures , 2010, PloS one.

[15]  Ian Craw,et al.  Finding Face Features , 1992, ECCV.

[16]  Clark Elliott I picked up Catapia and other stories: a multimodal approach to expressivity for “emotionally intelligent” agents , 1997, AGENTS '97.

[17]  Stefan Kopp,et al.  Generating robot gesture using a virtual agent framework , 2010, 2010 IEEE/RSJ International Conference on Intelligent Robots and Systems.

[18]  María Malfaz,et al.  Multimodal Human-Robot Interaction Framework for a Personal Robot , 2006, ROMAN 2006 - The 15th IEEE International Symposium on Robot and Human Interactive Communication.

[19]  Efstathios Stamatatos,et al.  Automatic Authorship Attribution , 1999, EACL.

[20]  George M. Mohay,et al.  Mining e-mail content for author identification forensics , 2001, SGMD.

[21]  Steven Gianvecchio,et al.  Measurement and Classification of Humans and Bots in Internet Chat , 2008, USENIX Security Symposium.

[22]  Dana Kirsch,et al.  The Affective Tigger : a study on the construction of an emotionally reactive toy , 1999 .

[23]  Eugene H. Spafford,et al.  Software forensics: Can we track code to its authors? , 1993, Comput. Secur..

[24]  J. Khurshid,et al.  Military robots - a glimpse from today and tomorrow , 2004, ICARCV 2004 8th Control, Automation, Robotics and Vision Conference, 2004..

[25]  Seiki Inoue,et al.  Avatar Creation using Automatic Face Recognition , 1998 .

[26]  John Langford,et al.  CAPTCHA: Using Hard AI Problems for Security , 2003, EUROCRYPT.

[27]  C. Breazeal Sociable Machines: Expressive Social Ex-change Between Humans and Robots , 2000 .

[28]  Wen Gao,et al.  The CAS-PEAL Large-Scale Chinese Face Database and Baseline Evaluations , 2008, IEEE Transactions on Systems, Man, and Cybernetics - Part A: Systems and Humans.

[29]  Anil K. Jain,et al.  Face Recognition in the Virtual World: Recognizing Avatar Faces , 2012, 2012 11th International Conference on Machine Learning and Applications.

[30]  Jörg Kindermann,et al.  Authorship Attribution with Support Vector Machines , 2003, Applied Intelligence.

[31]  Lola Cannery,et al.  I Show You how I Like You-Can You Read it in My Face , 2001 .

[32]  L. Guvenc,et al.  Household robotics: autonomous devices for vacuuming and lawn mowing [Applications of control] , 2007, IEEE Control Systems.

[33]  Venu Govindaraju,et al.  Embedded noninteractive continuous bot detection , 2008, CIE.

[34]  Takeo Kanade,et al.  Neural Network-Based Face Detection , 1998, IEEE Trans. Pattern Anal. Mach. Intell..

[35]  Ying Dai,et al.  Face-texture model based on SGLD and its application in face detection in a color scene , 1996, Pattern Recognit..

[36]  Anil K. Jain,et al.  Soft Biometric Traits for Personal Recognition Systems , 2004, ICBA.

[37]  Stefan Kopp,et al.  Synthesizing multimodal utterances for conversational agents , 2004, Comput. Animat. Virtual Worlds.

[38]  Najoua Essoukri Ben Amara,et al.  Artificial human face recognition via Daubechies wavelet transform and SVM , 2011, 2011 16th International Conference on Computer Games (CGAMES).

[39]  Colin L. Mallows,et al.  CAPTCHA challenge strings: problems and improvements , 2006, Electronic Imaging.

[40]  Ke-Jia Chen,et al.  Giving an office assistant agent a memory mechanism , 2008, 2008 7th IEEE International Conference on Cognitive Informatics.

[41]  M. Grgic,et al.  Acquisition of a Face Database for Video Surveillance Research , 2006, Proceedings ELMAR 2006.

[42]  Stefan Kopp,et al.  Towards Meaningful Robot Gesture , 2009, Human Centered Robot Systems, Cognition, Interaction, Technology.

[43]  Efstathios Stamatatos,et al.  Computer-Based Authorship Attribution Without Lexical Measures , 2001, Comput. Humanit..

[44]  Federico Girosi,et al.  Training support vector machines: an application to face detection , 1997, Proceedings of IEEE Computer Society Conference on Computer Vision and Pattern Recognition.

[45]  Ian Craw,et al.  Face Recognition by Computer , 1992, BMVC.

[46]  Shimon Y. Nof,et al.  Handbook of Industrial Robotics , 2013 .

[47]  Efstathios Stamatatos,et al.  Source Code Authorship Analysis For Supporting the Cybercrime Investigation Process , 2010, Handbook of Research on Computational Forensics, Digital Crime, and Investigation.

[48]  Roman V. Yampolskiy,et al.  An improved LBP algorithm for avatar face recognition , 2011, 2011 XXIII International Symposium on Information, Communication and Automation Technologies.

[49]  Roman V. Yampolskiy,et al.  Evaluation of authorship attribution software on a Chat bot corpus , 2011, 2011 XXIII International Symposium on Information, Communication and Automation Technologies.

[50]  Justine Cassell,et al.  BEAT: the Behavior Expression Animation Toolkit , 2001, Life-like characters.

[51]  Kevin M. Godby,et al.  Robot Self-Recognition Using Conditional Probability-Based Contingency , 2006, AAAI.

[52]  Toyoaki Nishida,et al.  Enriching Agent Animations with Gestures and Highlighting Effects , 2004, IMTCI.

[53]  Uday B. Desai,et al.  Finding faces in photographs , 1998, Sixth International Conference on Computer Vision (IEEE Cat. No.98CH36271).

[54]  Shaogang Gong,et al.  Modelling facial colour and identity with Gaussian mixtures , 1998, Pattern Recognit..

[55]  Yun Fu,et al.  Humanoid Audio–Visual Avatar With Emotive Text-to-Speech Synthesis , 2008, IEEE Transactions on Multimedia.

[56]  Sebastian Thrun,et al.  Spontaneous, short-term interaction with mobile robots , 1999, Proceedings 1999 IEEE International Conference on Robotics and Automation (Cat. No.99CH36288C).

[57]  Marina L. Gavrilova,et al.  Applying Biometric Principles to Avatar Recognition , 2010, 2010 International Conference on Cyberworlds.

[58]  Ah Chung Tsoi,et al.  Face recognition: a convolutional neural-network approach , 1997, IEEE Trans. Neural Networks.

[59]  Günther Palm,et al.  Visual Robot Detection in RoboCup Using Neural Networks , 2004, RoboCup.

[60]  P. Jonathon Phillips,et al.  Support Vector Machines Applied to Face Recognition , 1998, NIPS.

[61]  Tetsuya Ogata,et al.  Robot Gesture Generation from EnvironmentalSounds Using Inter-modality Mapping , 2005 .

[62]  Pablo Javier Alsina,et al.  Recognizing behaviors patterns in a micro robot soccer game , 2005, Fifth International Conference on Hybrid Intelligent Systems (HIS'05).

[63]  Zhi-Hua Zhou,et al.  Face recognition from a single image per person: A survey , 2006, Pattern Recognit..

[64]  Manuela Veloso,et al.  Automated Robot Behavior Recognition , 2000 .

[65]  Henry Hexmoor,et al.  Designing BOTs with BDI agents , 2009, 2009 International Symposium on Collaborative Technologies and Systems.

[66]  Narendra Ahuja,et al.  Detecting Faces in Images: A Survey , 2002, IEEE Trans. Pattern Anal. Mach. Intell..

[67]  Atsuo Takanishi,et al.  Waseda biped humanoid robots realizing human-like motion , 2000, 6th International Workshop on Advanced Motion Control. Proceedings (Cat. No.00TH8494).

[68]  Norbert Krüger,et al.  Face recognition by elastic bunch graph matching , 1997, Proceedings of International Conference on Image Processing.

[69]  Roberto Cipolla,et al.  Feature-based human face detection , 1997, Image Vis. Comput..

[70]  Sharath Pankanti,et al.  Biometrics: a tool for information security , 2006, IEEE Transactions on Information Forensics and Security.

[71]  Synthetic Biometrics , 2009, Encyclopedia of Biometrics.

[72]  Sven Behnke,et al.  Fritz - A Humanoid Communication Robot , 2007, RO-MAN 2007 - The 16th IEEE International Symposium on Robot and Human Interactive Communication.

[73]  Venu Govindaraju,et al.  Strategy-based behavioural biometrics: a novel approach to automated identification , 2009, Int. J. Comput. Appl. Technol..

[74]  Sargur N. Srihari,et al.  Image Pattern Recognition - Synthesis and Analysis in Biometrics , 2007, Image Pattern Recognition.

[75]  Christoph Bartneck,et al.  Perception of affect elicited by robot motion , 2010, 2010 5th ACM/IEEE International Conference on Human-Robot Interaction (HRI).

[76]  Timothy F. Cootes,et al.  An Automatic Face Identification System Using Flexible Appearance Models , 1994, BMVC.

[77]  Yoshihiko Kimuro,et al.  Motion sequence scheme for detecting mobile robots in an office environment , 2003, Proceedings 2003 IEEE International Symposium on Computational Intelligence in Robotics and Automation. Computational Intelligence in Robotics and Automation for the New Millennium (Cat. No.03EX694).

[78]  Justine Cassell,et al.  Human conversation as a system framework: designing embodied conversational agents , 2001 .

[79]  Stephen G. MacDonell,et al.  Software Forensics: Extending Authorship Analysis Techniques to Computer Programs , 2002 .

[80]  Peter Robinson,et al.  Cooperative gestures: Effective signaling for humanoid robots , 2010, 2010 5th ACM/IEEE International Conference on Human-Robot Interaction (HRI).

[81]  Z. Zenn Bien,et al.  Automatic Generation of Conversational Robot Gestures for Human-friendly Steward Robot , 2007, RO-MAN 2007 - The 16th IEEE International Symposium on Robot and Human Interactive Communication.

[82]  Illah R. Nourbakhsh,et al.  The role of expressiveness and attention in human-robot interaction , 2002, Proceedings 2002 IEEE International Conference on Robotics and Automation (Cat. No.02CH37292).

[83]  Hernsoo Hahn,et al.  Intelligent gesture generation in Humanoid robot using multi-component synchronization and coordination , 2009, 2009 ICCAS-SICE.

[84]  Dirk Ourston Program recognition , 1989, IEEE Expert.

[85]  Yajie Tian,et al.  Handbook of face recognition , 2003 .

[86]  Steve J. Young,et al.  HMM-based architecture for face identification , 1994, Image Vis. Comput..

[87]  Henry S. Baird,et al.  Implicit CAPTCHAs , 2005, DRR.

[88]  Venu Govindaraju,et al.  Behavioral biometrics for verification and recognition of malicious software agents , 2008, SPIE Defense + Commercial Sensing.

[89]  N. Lesh,et al.  The Role of Dialog in Human Robot Interaction , 2003 .

[90]  Alex Quilici,et al.  Applying Plan Recognition Algorithms To Program Understanding , 2004, Automated Software Engineering.

[91]  Roman V. Yampolskiy,et al.  Avatar Face Recognition Using Wavelet Transform and Hierarchical Multi-scale LBP , 2011, 2011 10th International Conference on Machine Learning and Applications and Workshops.

[92]  Moshe Koppel,et al.  Authorship verification as a one-class classification problem , 2004, ICML.

[93]  Takeo Kanade,et al.  Probabilistic modeling of local appearance and spatial relationships for object recognition , 1998, Proceedings. 1998 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (Cat. No.98CB36231).

[94]  Harold Cohen,et al.  How to Draw Three People in a Botanical Garden , 1988, AAAI.

[95]  D. Cope Virtual Music: Computer Synthesis of Musical Style , 2001 .

[96]  Kris Gaj,et al.  Face Recognition CAPTCHAs , 2006, Advanced Int'l Conference on Telecommunications and Int'l Conference on Internet and Web Applications and Services (AICT-ICIW'06).

[97]  George M. Mohay,et al.  Gender-preferential text mining of e-mail discourse , 2002, 18th Annual Computer Security Applications Conference, 2002. Proceedings..

[98]  Illah R. Nourbakhsh,et al.  A survey of socially interactive robots , 2003, Robotics Auton. Syst..

[99]  Venu Govindaraju,et al.  Behavioral Biometrics for Recognition and Verification of Game Bots , 2007, GAMEON.