Андреас Вайгенд - BIG DATA. Вся технология в одной книге

Truding, Alice, “This Google Glass App Will Detect Your Emotions, Then Relay Them Back to Retailers”, Fast Company, March 6, 2014, http://www.fastcompany.com/3027342 /fast-feed/this-google-glass-app-will-detect-your-emotions-then-relay-them-back-to-retailers.

Kokalitcheva, Kia, “Apple Acquires Startup That Reads Emotions From Facial Expressions”, Fortune, January 7, 2016, http://fortune.com/2016/01/07/apple-emotient-acquisition.

“Does My Ad Evoke the Emotions I Want It To? LG, ‘Stage Fright,’” Realeyes, n.d., http://www.realeyesit.com/case-study-lg. LG’s finished ad can be seen at https://www.youtube.com/watch?v=Yf636vLep8s.NOTES TO CHAPTER XXX 261

Picard, Rosalind W., “Future Affective Technology for Autism and Emotion Communication”, Philosophical Transactions for the Royal Society of London Series B, Biological Sciences 364, no. 1535 (December 2009), pp. 3575–3584.

Bosker, Bianca, “Affectiva’s Emotion Recognition Tech: When Machines Know What You’re Feeling”, Huffington Post, December 24, 2012, http://www.huffingtonpost.com/2012/12/24/affectiva-emotion-recognition-technology_n_2360136.html.

Ученые установили, что использование в системах распознавания речи и эмоций коэффициентов косинусного преобразования Фурье для частот чистых тонов (математического описания звуковых частот) позволяет достичь большей точности по сравнению с обычными измерениями тонов. Термин «тон» используется мной для простоты.

Для массива «Звуковая окраска девятнадцати эмоций в различных культурах» актеров просили выразить три уровня интенсивности девятнадцати эмоций: привязанности, веселья, гнева, презрения, отвращения, смятения, страха, вины, счастья, интереса, вожделения, неприятного удивления, безразличия, приятного удивления, гордости, облегчения, грусти, покоя и стыда. См. See Laukka, Petri, Hillary Anger Elfenbein, Wanda Chui, and Nutankumar S. Thingujam, “Presenting the VENEC Corpus: Development of a Cross-Cultural Corpus of Vocal Emotional Expressions and a Novel Method of Annotating Emotion Appraisals”, Proceedings of the LREC 2010 Workshop on Corpora for Research on Emotion and Effect (Malta: European Language Resources Association, 2010), pp. 53–57, http://www.diva-portal.org/smash/record.jsf?pid=diva2%3A373848&dswid=760.

Neiberg, Daniel, and Joakim Gustafson, “Cues to Perceived Functions of Acted and Spontaneous Feedback Expressions”, Proceedings of the Interdisciplinary Workshop on Feedback Behaviors in Dialog, September 7–8, 2012, Stevenson, WA, pp. 53–56, http://www.cs.utep.edu/nigel/feedback/proceedings/full-proceedings.pdf.

Lutfi, Syaheerah Lebai, Fernando Fernández-Martínez, Juan Manuel Lucas-Cuesta, Lorena López-Lebón, and Juan Manuel Montero, “A Satisfaction-Based Model for Affect Recognition from Conversational Features in Spoken Dialog Systems”, Speech Communication 55, nos. 7–8 (September 2013), pp. 825–840, http://www.researchgate.net/publication/257012012_A_satisfaction-based_model_for_affect_recognition_from_conversational_features_in_spoken_dialog_systems.

Lunden, Ingrid, “LiveOps Raises Another $30M, Acquires UserEvents to Expand Its Cloud Contact Center Platform”, TechCrunch, January 27, 2014, http://techcrunch.com/2014/01/27/liveops-raises-another-30m-acquires-userevents-to-expand-its-cloud-contact-center-platform-with-routing.

Bertolucci, Jeff, “Big Data: Matching Personalities in the Call Center”, InformationWeek, February 17, 2015, http://www.informationweek.com/big-data/big-data-analytics/big-data-matching-personalities-in-the-call-center/d/d-id/1319108.

Thrun, Sebastian, “From Self-Driving Cars to Retraining People”, Next: Economy O’Reilly Summit: What’s the Future of Work? November 12, 2015, San Francisco, CA, http://conferences.oreilly.com/next-economy/public/schedule/detail/44930.

Kanevsky, Dimitri, “IBM 5 in 5: Hearing”, IBM Research News, December 17, 2012, http://ibmresearchnews.blogspot.co.uk/2012/12/ibm-5-in-5–2012-hearing.html.

Valenza, Gaetano, Luca Citi, Antonia Lanatá, Enzo Pasquale Scilingo, and Riccardo Barbieri, “Revealing Real-Time Emotional Responses: A Personalized Assessment Based on Heartbeat Dynamics”, Nature Scientific Reports 4, no. 4998 (May 21, 2014), http://www.nature.com/articles/srep04998.

В Xbox также есть стандартная камера, анализирующая физические движения, а возможность анализа выражения лица либо уже предусмотрена, либо будет в ближайшее время. См. Wortham, Jenna, “If Our Gadgets Could Measure Our Emotions”, New York Times, June 1, 2013, http://www.nytimes.com/2013/06/02/technology/if-our-gadgets-could-measure-our-emotions.html.

Kellner, Tomas, “Meet the Fearbit: New Sweat Sensors Will Sniff Out Fatigue, Stress, and Even Fear”, GE Reports, August 12, 2014, http://www.gereports.com/post /93990980310/meet-the-fearbit-new-sweat-sensors-will-sniff-out.

Turner, Matthew A., Stephan Bandelow, L. Edwards, P. Patel, Helen J. Martin, Ian D. Wilson, and Charles L. Paul Thomas, “The Effect of Paced Auditory Serial Addition Test (PASAT) Intervention on the Profile of Volatile Organic Compounds in Human Breath: A Pilot Study”, Journal of Breath Research 7, no. 1 (February 27, 2013), http://iopscience.iop.org/article/10.1088/1752–7155/7/1/017102/meta.

Hernandez, Javier, Xavier Benavides, Patti Maes, Daniel McDuff, Judith Amores, and Rosalind M. Picard, “AutoEmotive: Bringing Empathy to the Driving Experience to Manage Stress”, paper presented at the ACM Conference on Designing Interactive Systems, June 21–25, 2014, Vancouver, BC, Canada, http://affect.media.mit.edu/pdfs/14. Hernandez_et_al-DIS.pdf; Hernandez, Javier, Judith Amores, Daniel McDuff, and Xavier Benavides, “AutoEmotive”, MIT Affective Media Lab presentation at the VW Data Driven Hackathon, January 21, 2014, http://autoemotive.media.mit.edu/#about.

Обзор дискуссии вокруг психологии эмоций, см. Beck, Julie, “Hard Feelings: Science’s Struggle to Define Emotions”, Atlantic, February 24, 2015, http://www.theatlantic.com/features/archive/2015/02/hard-feelings-sciences-struggle-to-define-emotions/385711.

Barrett, Lisa Feldman, Batja Mesquita, Kevin N. Ochsner, and James J. Gross, “The Experience of Emotion”, Annual Review of Psychology 58 (January 2007), pp. 373–403, http://www.ncbi.nlm.nih.gov/pmc/articles/PMC1934613.

Ekman, Emotions Revealed, p. 57.

Charlton, Alistair, “Future Supermarket Will Track Shoppers’ Eye Movements”, International Business Times, May 1, 2013, http://www.ibtimes.co.uk/future-supermarket-adverts-track-eye-gaze-sideways-463288.

Kahneman, Daniel, and Jackson Beatty, “Pupil Diameter and Load on Memory”, Science 154, no. 3756 (December 23, 1966), pp. 158–155.

Engbert, Ralf, and Reinhold Kliegl, “Microsaccades Uncover the Orientation of Covert Attention”, Vision Research 43, no. 9 (April 2003), pp. 1035–1045, http://www.sciencedirect.com/science/article/pii/S0042698903000841.

Marks, Paul, “Fitbit for the Mind: Eye-Tracker Watches Your Reading”, New Scientist, February 12, 2014, https://www.newscientist.com/article/mg22129563–700-fitbit-for-the-mind-eye-tracker-watches-your-reading.

Bulling, Andreas, Daniel Roggen, and Gerhard Tröster, “What’s in the Eyes for Context-Awareness?”, IEEE Pervasive Computing 10, no. 2 (April – June 2011), pp. 48–57, https://perceptual.mpi-inf.mpg.de/files/2013/03/bulling11_pcm.pdf.

Беседа автора с Уилки Вонгом – директором по сервисам знаний Tobii Technology, 16 декабря 2015 года.

Najar, Amir Shareghi, Antonija Mitrovic, and Kourosh Neshatian, “Eye Tracking and Studying Examples: How Novices and Advanced Learners Study SQL Examples”, Journal of Computing and Information Technology 23, no. 2 (2015), pp. 171–190, https://www.researchgate.net/publication/279230237_Eye_Tracking_and_Studying_Examples_How _Novices_and_Advanced_Learners_Study_SQL_Examples.NOTES TO CHAPTER XXX 263

Litchfield, Damien, Linden J. Ball, Tim Donovan, David J. Manning, and Trevor Crawford, “Viewing Another Person’s Eye Movements Improves Identification of Pulmonary Nodules in Chest X-Ray Inspection”, Journal of Experimental Psychology Applied 16, no. 3 (September 2010), pp. 251–262, http://www.ncbi.nlm.nih.gov/pubmed/20853985.

Tourassi, Georgia D., Sophie Voisin, Vincent C. Paquit, and Elizabeth Krupinski, “Investigating the Link Between Radiologists’ Gaze, Diagnostic Decision, and Image Content”, Journal of the American Medical Informatics Association 20, no. 6 (November – December 2013), pp. 1067–1075, http://www.ncbi.nlm.nih.gov/pubmed/23788627.

Julian, David P., “Systems and Methods for Counteracting a Perceptual Fading of a Movable Indicator”, US Patent no. 8,937,591, January 20, 2015, https://patents.google.com/patent/US8937591B2/en.

Vidal, Mélodie, Jayson Turner, Andreas Bulling, and Hans Gellersen, “Wearable Eye Tracking for Mental Health Monitoring”, Computer Communications 35 (2012), pp. 1306–1311, http://www.sciencedirect.com/science/article/pii/S0140366411003549.

Di Stasi, Leandro L., Michael B. McCamy, Andres Catena, Stephen L. Macknik, Jose J. Canas, and Susana Martinez-Conde, “Microsaccade and Drift Dynamics Reflect Mental Fatigue”, European Journal of Neuroscience 38, no. 3 (August 2013), pp. 2389–2398, http://www.ncbi.nlm.nih.gov/pubmed/23675850.

Bixler, Robert, and Sidney D’Mello, “Toward Fully Automated Person-Independent Detection of Mind Wandering”, in Dimitrova, Vania, Tsvi Kuflik, and David Chin et al., eds., User Modeling, Adaptation, and Personalization (New York: Springer, 2014), pp. 37–48.

Killingsworth, Matthew A., and Daniel T. Gilbert, “A Wandering Mind Is an Unhappy Mind”, Science 330, no. 6006 (November 12, 2010), p. 932, http://www.sciencemag.org/content/330/6006/932. The app is still available for download at https://www.trackyourhappiness.org.