A plan-based model for response generation in collaborative task-oriented dialogues
AAAI '94 Proceedings of the twelfth national conference on Artificial intelligence (vol. 1)
Improvising linguistic style: social and affective bases for agent personality
AGENTS '97 Proceedings of the first international conference on Autonomous agents
Integrating models of personality and emotions into lifelike characters
Affective interactions
Natural Language Processing and User Modeling: Synergies and Limitations
User Modeling and User-Adapted Interaction
A Brief Introduction to Boosting
IJCAI '99 Proceedings of the Sixteenth International Joint Conference on Artificial Intelligence
An Efficient Boosting Algorithm for Combining Preferences
ICML '98 Proceedings of the Fifteenth International Conference on Machine Learning
Vocal communication of emotion: a review of research paradigms
Speech Communication - Special issue on speech and emotion
Negotiated Collusion: Modeling Social Language and its Relationship Effects in Intelligent Agents
User Modeling and User-Adapted Interaction
Dialogue act modeling for automatic tagging and recognition of conversational speech
Computational Linguistics
Mixed initiative in dialogue: an investigation into discourse segmentation
ACL '90 Proceedings of the 28th annual meeting on Association for Computational Linguistics
Thumbs up or thumbs down?: semantic orientation applied to unsupervised classification of reviews
ACL '02 Proceedings of the 40th Annual Meeting on Association for Computational Linguistics
Computational Linguistics
Data Mining: Practical Machine Learning Tools and Techniques, Second Edition (Morgan Kaufmann Series in Data Management Systems)
ACL '05 Proceedings of the 43rd Annual Meeting on Association for Computational Linguistics
Extracting product features and opinions from reviews
HLT '05 Proceedings of the conference on Human Language Technology and Empirical Methods in Natural Language Processing
Multi-perspective question answering using the OpQA corpus
HLT '05 Proceedings of the conference on Human Language Technology and Empirical Methods in Natural Language Processing
Whose thumb is it anyway?: classifying author personality from weblog text
COLING-ACL '06 Proceedings of the COLING/ACL on Main conference poster sessions
The Politeness Effect: Pedagogical Agents and Learning Gains
Proceedings of the 2005 conference on Artificial Intelligence in Education: Supporting Learning through Intelligent and Socially Informed Technology
Just how mad are you? finding strong and weak opinion clauses
AAAI'04 Proceedings of the 19th national conference on Artifical intelligence
Automatic recognition of personality in conversation
NAACL-Short '06 Proceedings of the Human Language Technology Conference of the NAACL, Companion Volume: Short Papers
A personalized system for conversational recommendations
Journal of Artificial Intelligence Research
Identifying expressions of opinion in context
IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence
Dominance detection in meetings using easily obtainable features
MLMI'05 Proceedings of the Second international conference on Machine Learning for Multimodal Interaction
Accessing multimodal meeting data: systems, problems and possibilities
MLMI'04 Proceedings of the First international conference on Machine Learning for Multimodal Interaction
Creating subjective and objective sentence classifiers from unannotated texts
CICLing'05 Proceedings of the 6th international conference on Computational Linguistics and Intelligent Text Processing
Error analysis of dialogue act classification
TSD'05 Proceedings of the 8th international conference on Text, Speech and Dialogue
Multimodal recognition of personality traits in social interactions
ICMI '08 Proceedings of the 10th international conference on Multimodal interfaces
Being Old Doesn’t Mean Acting Old: How Older Users Interact with Spoken Dialog Systems
ACM Transactions on Accessible Computing (TACCESS)
Modeling the Personality of Participants During Group Interactions
UMAP '09 Proceedings of the 17th International Conference on User Modeling, Adaptation, and Personalization: formerly UM and AH
Extracting social meaning: identifying interactional style in spoken conversation
NAACL '09 Proceedings of Human Language Technologies: The 2009 Annual Conference of the North American Chapter of the Association for Computational Linguistics
Cohesion Relationships in Tutorial Dialogue as Predictors of Affective States
Proceedings of the 2009 conference on Artificial Intelligence in Education: Building Learning Systems that Care: From Knowledge Representation to Affective Modelling
It's not you, it's me: detecting flirting and its misperception in speed-dates
EMNLP '09 Proceedings of the 2009 Conference on Empirical Methods in Natural Language Processing: Volume 1 - Volume 1
International Journal of Human-Computer Studies
Birds of a feather: How personality influences blog writing and reading
International Journal of Human-Computer Studies
Grapevine: a gossip generation system
Proceedings of the Fifth International Conference on the Foundations of Digital Games
Towards personality-based user adaptation: psychologically informed stylistic language generation
User Modeling and User-Adapted Interaction
Causal-modelling of personality traits: extraversion and locus of control
Proceedings of the 2nd international workshop on Social signal processing
HBU'10 Proceedings of the First international conference on Human behavior understanding
Employing social gaze and speaking activity for automatic determination of the Extraversion trait
International Conference on Multimodal Interfaces and the Workshop on Machine Learning for Multimodal Interaction
Blog tells what kind of personality you have: egogram estimation from Japanese weblog
Proceedings of the ACM 2011 conference on Computer supported cooperative work
Predicting personality with social media
CHI '11 Extended Abstracts on Human Factors in Computing Systems
Finding deceptive opinion spam by any stretch of the imagination
HLT '11 Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies - Volume 1
CMCL '11 Proceedings of the 2nd Workshop on Cognitive Modeling and Computational Linguistics
A review of personality in voice-based man machine interaction
HCII'11 Proceedings of the 14th international conference on Human-computer interaction: interaction techniques and environments - Volume Part II
Personality estimation based on weblog text classification
IEA/AIE'11 Proceedings of the 24th international conference on Industrial engineering and other applications of applied intelligent systems conference on Modern approaches in applied intelligence - Volume Part II
Prediction of age, sentiment, and connectivity from social media text
WISE'11 Proceedings of the 12th international conference on Web information system engineering
ACII'11 Proceedings of the 4th international conference on Affective computing and intelligent interaction - Volume Part I
Large scale personality classification of bloggers
ACII'11 Proceedings of the 4th international conference on Affective computing and intelligent interaction - Volume Part II
A comparative evaluation of personality estimation algorithms for the twin recommender system
Proceedings of the 3rd international workshop on Search and mining user-generated contents
Automatic modeling of personality states in small group interactions
MM '11 Proceedings of the 19th ACM international conference on Multimedia
Controlling user perceptions of linguistic style: Trainable generation of personality traits
Computational Linguistics
SIGDIAL '11 Proceedings of the SIGDIAL 2011 Conference
Assessing user simulation for dialog systems using human judges and automatic evaluation measures
Natural Language Engineering
Predicting student knowledge level from domain-independent function and content words
ITS'10 Proceedings of the 10th international conference on Intelligent Tutoring Systems - Volume Part II
A conversational intelligent tutoring system to automatically predict learning styles
Computers & Education
Affect listeners: acquisition of affective states by means of conversational systems
COST'09 Proceedings of the Second international conference on Development of Multimodal Interfaces: active Listening and Synchrony
Perceived or not perceived: film character models for expressive NLG
ICIDS'11 Proceedings of the 4th international conference on Interactive Digital Storytelling
Detecting players personality behavior with any effort of concealment
CICLing'12 Proceedings of the 13th international conference on Computational Linguistics and Intelligent Text Processing - Volume Part II
Paralinguistics in speech and language-State-of-the-art and the challenge
Computer Speech and Language
Detecting friendly, flirtatious, awkward, and assertive speech in speed-dates
Computer Speech and Language
Seeing through deception: a computational approach to deceit detection in written communication
EACL 2012 Proceedings of the Workshop on Computational Approaches to Deception Detection
The role of emotional stability in Twitter conversations
Proceedings of the Workshop on Semantic Analysis in Social Media
Lexical differences in autobiographical narratives from schizophrenic patients and healthy controls
EMNLP-CoNLL '12 Proceedings of the 2012 Joint Conference on Empirical Methods in Natural Language Processing and Computational Natural Language Learning
Don't ask me what i'm like, just watch and listen
Proceedings of the 20th ACM international conference on Multimedia
From speech to personality: mapping voice quality and intonation into personality differences
Proceedings of the 20th ACM international conference on Multimedia
IVA'12 Proceedings of the 12th international conference on Intelligent Virtual Agents
Assessing the impact of language style on emergent leadership perception from ubiquitous audio
Proceedings of the 11th International Conference on Mobile and Ubiquitous Multimedia
Online chronemics convey social information
Computers in Human Behavior
Mining large-scale smartphone data for personality studies
Personal and Ubiquitous Computing
Proceedings of the 8th ACM/IEEE international conference on Human-robot interaction
The true role of active communicators: an empirical study of Jazz core developers
Proceedings of the 17th International Conference on Evaluation and Assessment in Software Engineering
Adopting softer approaches in the study of repository data: a comparative analysis
Proceedings of the 17th International Conference on Evaluation and Assessment in Software Engineering
Content-based similarity measures of weblog authors
Proceedings of the 5th Annual ACM Web Science Conference
Exploring personality-targeted UI design in online social participation systems
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Unveiling the multimedia unconscious: implicit cognitive processes and multimedia content analysis
Proceedings of the 21st ACM international conference on Multimedia
Improving user profile with personality traits predicted from social media content
Proceedings of the 7th ACM conference on Recommender systems
Hi YouTube!: personality impressions and verbal content in social video
Proceedings of the 15th ACM on International conference on multimodal interaction
Going beyond traits: multimodal classification of personality states in the wild
Proceedings of the 15th ACM on International conference on multimodal interaction
Inferring mood in ubiquitous conversational video
Proceedings of the 12th International Conference on Mobile and Ubiquitous Multimedia
Exploiting Psychological Factors for Interaction Style Recognition in Spoken Conversation
IEEE/ACM Transactions on Audio, Speech and Language Processing (TASLP)
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It is well known that utterances convey a great deal of information about the speaker in addition to their semantic content. One such type of information consists of cues to the speaker's personality traits, the most fundamental dimension of variation between humans. Recent work explores the automatic detection of other types of pragmatic variation in text and conversation, such as emotion, deception, speaker charisma, dominance, point of view, subjectivity, opinion and sentiment. Personality affects these other aspects of linguistic production, and thus personality recognition may be useful for these tasks, in addition to many other potential applications. However, to date, there is little work on the automatic recognition of personality traits. This article reports experimental results for recognition of all Big Five personality traits, in both conversation and text, utilising both self and observer ratings of personality. While other work reports classification results, we experiment with classification, regression and ranking models. For each model, we analyse the effect of different feature sets on accuracy. Results show that for some traits, any type of statistical model performs significantly better than the baseline, but ranking models perform best overall. We also present an experiment suggesting that ranking models are more accurate than multi-class classifiers for modelling personality. In addition, recognition models trained on observed personality perform better than models trained using self-reports, and the optimal feature set depends on the personality trait. A qualitative analysis of the learned models confirms previous findings linking language and personality, while revealing many new linguistic markers.