Abstract
It is well known that help prompts shape how users talk to spoken dialogue systems. This study investigated the effect of help prompt placement on older users’ interaction with a smart home interface. In the dynamic help condition, help was only given in response to system errors; in the inherent help condition, it was also given at the start of each task. Fifteen older and sixteen younger users interacted with a smart home system using two different scenarios. Each scenario consisted of several tasks. The linguistic style users employed to communicate with the system (interaction style) was measured using the ratio of commands to the overall utterance length (keyword ratio) and the percentage of content words in the user’s utterance that could be understood by the system (shared vocabulary). While the timing of help prompts did not affect the interaction style of younger users, it was early task-specific help supported older users in adapting their interaction style to the system’s capabilities. Well-placed help prompts can significantly increase the usability of spoken dialogue systems for older people.
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Notes
Although the system can also parse inflected forms, many of the verbs that are relevant commands are particle verbs, such as “einschalten” (to turn on). When particle verbs are inflected, the particle typically occurs after the object. Example: “Inspire, schalte die Lampe an” (“Inspire, switch on the light"). This can make the resulting sentence difficult to parse.
Four of the missing participants were not tested, two refused to be tested.
For a definition of “user turns”, see Sect. 3.7.
In the following text, significance values of 0.001 or better are given as 0.00.
Quantile/quantile plots compare the observed distribution of variable values with the distribution that would be expected if the variable were normally distributed.
For scenario-level correlations, we used the average Keyword Ratio and Shared Vocabulary for each speaker and scenario.
References
Akaike, H.: A new look at statistical model identification. IEEE Trans. Automat. Contr. 19, 716–722 (1974)
Alexandersson, J.: i2home—towards a universal home environment for the elderly and disabled. Künstliche Intelligenz 08(3), 66–68 (2008)
Anderson, S., Liberman, N., Bernstein, E., Foster, S., Cate, E., Levin, B., Hudson, R.: Recognition of elderly speech and voice-driven document retrieval. In: Proceedings of the IEEE International Conference on Acoustics, Speech and Signal Processing, Phonenix, Arizona, 1999
Audit Commission.: Implementing telecare: strategic guidelines for policy makers, commissioners and providers. Technical report, Audit Commission, Public Sector National Report, London UK, 2004
Baber, C., Mellor, B., Graham, R., Noyes, J.M., Tunley, C.: Workload and the use of automatic speech recognition: the effects of time and resource demands. Speech Commun. 20, 37–53 (1996)
Baeckman, L., Small, B.J., Wahlin, A.: Aging and memory: cognitive and biological perspectives. In: Birren, J.E., Schaie, K.W. (eds.) Handbook of the Psychology of Aging, pp. 349–377. Academic Press, San Diego (2001)
Bickmore, T., Giorgino, T.: Health dialog systems for patients and consumers. J. Biomed. Inform. 39, 556–571 (2006)
Black, L.-A., McMeel, C., McTear, M., Black, N., Harper, R., Lemon, M.: Implementing autonomy in a diabetes management system. J. Telemed. Telecare 11(Suppl 1), 6–8 (2005)
Black, L.-A., McTear, M., Black, N., Harper, R., Lemon, M.: Evaluating the DI@L-LOG system on a cohort of elderly, diabetic patients: results from a preliminary study. In: Proceedings of Interspeech, Lisbon, Portugal, pp. 821–824, 2005
Boger, J., Hoey, J., Poupart, P., Boutilier, C., Fernie, G., Mihailidis, A.: A planning system based on markov decision processes to guide people with dementia through activities of daily living. IEEE Trans. Inf. Technol. Biomed. 10(2), 323–333 (2006)
Bohus, D., Rudnicky, A.: Sorry, I didn’t catch that!—An investigation of non-understanding errors and recovery strategies. In: Proceedings of the 6th SIGDial Workshop on Discourse and Dialogue, Lisbon, Portugal, pp. 128–143, 2005
Boland, H., Hoonhout, J., van Schijndel, C., Krebber, J., Melichar, M., Schuchardt, D., Baesekow, H., Pegam, R., Möller, S., Rajman, M., Smeele, P.: Turn on the lights: investigating the inspire voice controlled smart home system. In: Proceedings of the Human Factors and Ergonomics Society Europe Chapter, Delft University, NL, 2004
Bopp, K.L., Verhaeghen, P.: Aging and verbal memory span: a meta-analysis. J. Gerontol. B Psychol. Sci. Soc. Sci. 60, P223–P233 (2005)
Branigan, H., Pickering, M.J., Pearson, J., McNeil, J.F.: Linguistic alignment between humans and computers. J. Pragmat. (2009) (in press)
Branigan, H.P., Pickering, M.J., Pearson, J., McLean, J.F., Nass, C.I., Hu, J.: Beliefs about mental states in lexical and syntactic alignment: evidence from human-computer dialogs. In: Proceedings of the 17th CUNY Conference on Human Sentence Processing, 2004
Brennan, S.E., Clark, H.H.: Conceptual pacts and lexical choice in conversation. J. Exp. Psychol. Learn. Mem. Cogn. 22(6), 1482–1493 (1996)
Bugg, J.M., Zook, N.A., DeLosh, E.L., Davalos, D.B., Davis, H.P.: Age differences in fluid intelligence: contributions of general slowing and frontal decline. Brain Cogn. 62, 9–16 (2006)
Carenini, G., Moore, J.D.: Generating and evaluating evaluative arguments. Artif. Intell. 170(11), 925–952 (2006)
Carletta, J.: Unleashing the killer corpus: experiences in creating the multi-everything AMI Meeting Corpus. Lang. Res. Eval. 41(2), 181–190 (2007)
Charlton, R.A., Landau, S., Schiavone, F., Barrick, T.R., Clark, C.A., Markus, H.S., Morris, R.G.: A structural equation modeling investigation of age related variance in executive function and DTI measured white matter damage. Neurobiol. Aging 29, 1547–1555 (2007)
Chu, S.-W., O’Neill, I., Hanna, P.: Using multiple strategies to manage spoken dialogue. In: Proceedings of Interspeech, Antwerp, Belgium, 2007
Clarke, K., Lewin, M., Atkins, D., Kalawsky, R.: Testing a framework for multimodal control in the home environment. In: Proceedings of the IEE Workshop on Perspectives in Pervasive Computing, pp. 87–95, 2005
Czaja, S., Lee, C.: The impact of aging on access to technology. Univ. Access Inf. Soc. 5, 341–349 (2007)
Czaja, S.J., Charness, N., Fisk, A.D., Hertzog, C., Nair, S.N., Rogers, W.A., Sharit, J.: Factors predicting the use of technology: findings from the center for research and education on aging and technology enhancement (CREATE). Psychol. Aging 21, 333–352 (2006)
Dahlbaeck, N., Joensson, A., Ahrenberg, L.: Wizard of Oz studies—why and how. Knowl. Based Syst. 6, 258–266 (1993)
Fukubayashi, Y., Komatani, K., Ogata, T., Okuno, H.G.: Dynamic help generation by estimating users mental model in spoken dialogue systems. In: Proceedings of Interspeech, pp. 1750–1753, 2006
Georgila, K., Wolters, M., Karaiskos, V., Kronenthal, M., Logie, R., Mayo, N., Moore, J., Watson, M.: A fully annotated corpus for studying the effect of cognitive ageing on users’ interactions with spoken dialogue systems. In: Proceedings of the 6th International Conference on Language Resources and Evaluation, 2008
Gödde, F., Möller, S., Engelbrecht, K.-P., Kühnel, C., Schleicher, R., Naumann, A., Wolters, M.: Study of a speech-based smart home system with older users. In: International Workshop on Intelligent User Interfaces for Ambient Assisted Living, pp. 17–22, 2008
Gorrell, G., Letwin, I., Rayner, M.: Adding intelligent help to mixed-initiative spoken dialogue systems. In: Proceedings of ICSLP, pp. 2065–2068, 2002
Gregor, P., Newell, A.F., Zajicek, M.: Designing for dynamic diversity—interfaces for older people. In: Proceedings of ASSETS 2002, The Fifth International ACM Conference on Assistive Technologies, Edinburgh UK, pp. 151–156, 2002
Hamilton, F., Petrie, H., Carmichael, A.: The VISTA project: universal access to electronic programme guides for digital TV. In: Stephanidis, C. (ed.) Universal Access in HCI: Inclusive Design in the Information Society, pp. 842–846. Lawrence Erlbaum, Mahwah (2003)
Hawley, M., Cunningham, S., Cardinaux, F., Coy, A., O’Neill, P., Seghal, S., Enderby, P.: Challenges in developing a voice input voice output communication aid for people with severe dysarthria. In: Eizmendi, G., Azkoitia, J., Craddock, G. (eds.) Challenges for Assistive Technology (Proceedings of the AAATE), pp. 363–367. IOS Press, Amsterdam, NL (2007)
Hawthorn, D.: Possible implications of aging for interface designers. Interact. Comput. 12, 507–528 (2000)
Hockey, B.A., Lemon, O., Campana, E., Hiatt, L.M., Aist, G., Hieronymus, J., Dowding, J., Gruenstein, A.: Targeted help for spoken dialogue systems. In: Proceedings of the 10th Conference of the European Chapter of the Association for Computational Linguistics, pp. 147–154, 2003
Hone, K.S., Graham, R.: Towards a tool for the subjective assessment of speech system interfaces (SASSI). Nat. Lang. Eng. 6, 287–305 (2000)
ISO Ergonomic Requirements for Office Work with Visual Display Terminals (VDTs)—Part 11: Guidance on Usability (1998)
ITU-T Rec. P.851. Subjective Quality Evaluation of Telephone Services Based on Spoken Dialogue Systems. International Telecommunication Union, Geneva (2003)
Jokinen, K.: Adaptation and user expertise modelling in athosmail. Univ. Access Inf. Soc. 4(4), 374–392 (2006)
Keates, S., Clarkson, J.: Inclusive Design. Springer, London (2004)
Kemper, S., Mitzner, T.L.: Language production and comprehension. In: Birren, J.E., Schaie, K.W. (eds.) Handbook of the Psychology of Aging, pp. 378–398. Acadmic Press, San Diego (2001)
Kemper, S., Sumner, A.: The structure of verbal abilities in young and older adults. Psychol. Aging 16(2), 312–322 (2001)
Leiser, R.G.: Exploiting convergence to improve natural language understanding. Interact. Comput. 1, 284–298 (1989)
Lines, L., Hone, K.S.: Older adults’ comprehension and evaluation of speech as alarm system output within the domestic environment. In: Proceedings of the 2nd International Conference on Universal Access in Human Computer Interaction, Crete, Greece, 2003
Lines, L., Hone, K.S.: Eliciting user requirements with older adults: lessons from the design of an interactive domestic alarm system. Univ. Access Inf. Soc. 3, 141–148 (2004)
Litman, D., Hirschberg, J., Swerts, M.: Predicting automatic speech recognition performance using prosodic cues. In: Proceedings of NAACL, pp. 218–225, 2000
McTear, M., O’Neill, I., Hanna, P., Liu, X.: Handling errors and determining confirmation strategies—an object-based approach. Speech Commun. 45, 249–269 (2005)
Möller, S.: Quality of Telephone-Based Spoken Dialogue Systems. Springer, New York (2005)
Möller, S., Engelbrecht, K.-P., Oulasvirta, A.: Analysis of communication failures for spoken dialogue systems. In: Proceedings of Interspeech, 2007
Möller, S., Gödde, F., Wolters, M.: A corpus analysis of spoken smart-home interactions with older users. In: Proceedings of the 6th International Conference on Language Resources and Evaluation, 2008
Möller, S., Krebber, J., Raake, A., Smeele, P., Rajman, M., Melichar, M., Pallotta, V., Tsakou, G., Kladis, B., Vovos, A., Hoonhout, J., Schuchardt, D., Fakotakis, N., Ganchev, T., Potamitis, I.: INSPIRE: evaluation of a smart-home system for infotainment management and device control. In: Proceedings of the 4th International Conference on Language Resources and Evaluation, pp. 1603–1606, Lisbon, Portugal, 2004
Möller, S., Krebber, J., Smeele, P.: Evaluating the speech output component of a smart-home system. Speech Commun. 48, 1–27 (2006)
Moore, J., Kronenthal, M., Ashby, S.: Guidelines for AMI speech transcriptions. Technical report, AMI Deliverable, 2005
Müller, C., Wittig, F., Baus, J.: Exploiting speech for recognizing elderly users to respond to their special needs. In: Proceedings of Eurospeech, pp. 1305–1308, 2003
Norman, D.A.: The Design of Everyday Things. MIT Press, London, UK, paperback edition (1988/1998)
Oviatt, S., Darves, C., Coulston, R.: Toward adaptive conversational interfaces: modeling speech convergence with animated personas. ACM Trans. Comput. Hum. Interact. 11(3) (2004)
Pearson, J., Hu, J., Branigan, H.P., Pickering, M., Nass, C.: Adaptive language behavior in HCI: how expectations and beliefs about a system affect users’ word choice. In: Proceedings of CHI, 2006
Pennebaker, J.W., King, L.A.: Linguistic styles: language use as an individual difference. J. Pers. Soc. Psychol. 77, 1296–1312 (1999)
Perry, M., Dowdall, A., Lines, L., Hone, K.: Multimodal and ubiquitous computing systems: supporting independent-living older users. IEEE Trans. Inf. Technol. Biomed. 8, 258–270 (2004)
Persad, U., Langdon, P., Clarkson, J.: Characterising user capabilities to support inclusive design evaluation. Univ. Access Inf. Soc. 6(2), 119–153 (2007)
Pickering, M.J., Ferreira, V.S.: Structural priming: a critical review. Psychol. Bull. 134(3), 427–459 (2008)
Pickering, M.J., Garrod, S.: Toward a mechanistic psychology of dialogue. Behav. Brain. Sci. 27, 169–226 (2004)
R Development Core Team: R: A Language and Environment for Statistical Computing. R Foundation for Statistical Computing, Vienna (2006)
Rabbitt, P., Anderson, M.: The lacunae of loss? Aging and the differentiation of cognitive abilities. In: Bialystok, E., Craik, F.I. (eds.) Lifespan Cognition: Mechanisms of Change, chapter 23. Oxford University Press, New York (2006)
Rabbitt, P., Diggle, P., Holland, F., McInnes, L.: Practice and drop-out effects during a 17-year longitudinal study of cognitive aging. J. Gerontol. B Psychol. Sci. Soc. Sci. 59, 84–97 (2004)
Rajman, M., Bui, T.H., Rajman, A., Seydoux, F., Trutnev, A., Quarteroni, S.: Assessing the usability of a dialogue management system designed in the framework of a rapid dialogue prototyping methodology. ACTA ACUSTICA/Acustica 90(6), 1096–1111 (2004)
Ramig, L.O., Gray, S., Baker, K., Corbin-Lewis, K., Buder, E., Luschei, E., Coon, H., Smith, M.: The aging voice: a review, treatment data and familial and genetic perspectives. Folia Phoniatr. Logop. 53, 252–265 (2001)
Raux, A., Bohus, D., Langner, B., Black, A., Eskenazi, M.: Doing research on a deployed spoken dialogue system: one year of let’s go! experience. In: Proceedings of Interspeech, 2006
Rayner, M., Bouillon, P., Chatzichrisafis, N., Hockey, B.A., Santaholma, M., Starlander, M., Isahara, H., Kanzaki, K., Nakao, Y.: A methodology for comparing grammar-based and robust approaches to speech understanding. In: Proceedings of Interspeech, pp. 1877–1880, 2005
Ringle, M.D., Halstead-Nussloch, R.: Shaping user input: a strategy for natural language dialogue design. Interact. Comput. 1, 227–244 (1989)
Salthouse, T.A.: Mediation of adult age differences in cognition by reductions in working memory and speed of processing. Psychol. Sci. 2, 179–183 (1991)
Sheeder, T., Balogh, J.: Say it like you mean it: priming for structure in caller responses to a spoken dialog system. Int. J. Speech Technol. 6, 103–111 (2003)
Stent, A.J., Huffman, M.K., Brennan, S.E.: Adapting speaking after evidence of misrecognition: local and global hyperarticulation. Speech Commun. 50(3), 163–178 (2008)
Unsworth, N., Heitz, R.P., Schrock, J.C., Engle, R.W.: An automated version of the operation span task. Behav. Res. Methods 37, 498–505 (2005)
Valles, M., Manso, F., Arredondo, M.T., del Pozo, F.: Multimodal environmental control system for elderly and disabled people. In: Proceedings of 18th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, Amsterdam, 1996
Venables, W.N., Ripley, B.D.: Modern Applied Statistics with S-PLUS, 2nd edn. Springer, New York (1997)
Walker, M.A., Langkilde-Geary, I., Hastie, H.W., Wright, J., Gorin, A.: Automatically training a problematic dialogue predictor for the HMIHY spoken dialogue system. J. Artif. Intell. Res. (2002)
Wechsler, D.: Manual for the Wechsler Adult Intelligence Scale-Revised. The Psychological Corporation, New York (1981)
Willott, J.F.: Aging and the Auditory System. Singular, San Diego, CA (1991)
Yankelovich, N.: How do users know what to say? Interactions. 33–43 (1996)
Zajicek, M.: Aspects of HCI research for older people. Univ. Access Inf. Soc. 5(3), 279–286 (2006)
Zajicek, M., Khin Kyaw, Z.: The speech dialogue design for a PDA/web based reminder system. In: Proceedings of the 9th IASTED International Conference on Internet and Multimedia Systems and Applications, Hawaii, pp. 394–399, 2005
Zajicek, M., Wales, R., Lee, A.: Speech interaction for older adults. Univ. Access Inf. Soc. 3(2), 122–130 (2004)
Zoltan-Ford, E.: How to get people to say and type what computers can understand. Int. J. Man. Mach. Stud. 34, 527–547 (1991)
Acknowledgments
This study was carried out within the project MeMo (Usability Workbench for Rapid Product Development) funded by Deutsche Telekom AG. The authors would like to thank the whole MeMo team for their support, in particular Marc Hümmer (formerly Fraunhofer FIT, Birlinghofen) and Thimios Dimopulos (formerly DAI-Labor, TU Berlin) for setting up and running the experiment. The MATCH project (Scottish Funding Council grant no. HR04016) funded Maria Wolters’ contribution as well as a two-week research visit to Edinburgh by Florian Gödde. Part of this study was presented at the University of Edinburgh Dialogue Systems Group. We thank the group members for their comments and Johanna Moore and David Milward for additional references. Last but not least we would like to thank our three anonymous reviewers for their detailed and insightful comments.
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Appendix: Questionnaires
Appendix: Questionnaires
The questionnaires have been translated from German (original version given in brackets). The numbering refers to the original questionnaires.
Affinity to technology scale
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1.
Computers or software are not really my hobby. (“Computer und Software sind nicht gerade mein Hobby.”)
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2.
I often find unusual devices exciting and interesting. (“Ungewöhnliche Geräte finde ich oft spannend und interessant.”)
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3.
Technology has always fascinated me. (“Technik hat mich schon immer fasziniert.”)
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4.
I don’t care about computers. (“Computer sind mir gleichgültig.”)
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5.
Computers help organise my life. (“Computer helfen, mein Leben zu organisieren.”)
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6.
I am sceptical and critical towards technology. (“Ich stehe Technik skeptisch und kritisch gegenüber.”)
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7.
I really like to try out new gadgets. (“Ich probiere sehr gerne neue technische Geräte aus.”)
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8.
I consider speech control of home appliances to be useful. (“Ich halte eine Sprachsteuerung für Hausgeräte für sinnvoll.”)
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9.
I think it will be difficult to operate a home appliance by voice. (“Ich stelle es mir schwierig vor, ein Hausgerät über Sprache zu steuern.”)
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10.
I believe that it will be fun to control homes appliance by voice. (“Ich nehme an, dass die Sprachsteuerung eines Hausgerätes Spaß machen wird.”)
System evaluation questionnaire (interaction items)
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6.1
The interaction with the system was pleasant. (“Die Interaktion mit dem System war angenehm.”)
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6.2
I felt relaxed. (“Ich fühlte mich entspannt.”).
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6.3
A high level of concentration is required when using the system. (“Ich musste mich sehr auf die Interaktion mit dem System konzentrieren.”)
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6.4
The interaction was fun. (“Die Interaktion hat Spaß gemacht.”)
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6.5
Overall, I am satisfied with the system. (“Ich bin insgesamt mit dem System zufrieden.”)
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Wolters, K.M., Engelbrecht, KP., Gödde, F. et al. Making it easier for older people to talk to smart homes: the effect of early help prompts. Univ Access Inf Soc 9, 311–325 (2010). https://doi.org/10.1007/s10209-009-0184-x
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DOI: https://doi.org/10.1007/s10209-009-0184-x