Skip to main content
Erschienen in:
Buchtitelbild

2016 | OriginalPaper | Buchkapitel

Contextual Search and Exploration

verfasst von : Julia Kiseleva, Jaap Kamps, Charles L. A. Clarke

Erschienen in: Information Retrieval

Verlag: Springer International Publishing

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

Personalized (mobile) devices are radically changing information access tools, with rich context allowing for far more powerful, personalized search. Rather than retrieving a “document” on the topic of a “query,” the rich contextual information allows for tailored search and recommendation, and solve user’s complex tasks by taking into account complex constraints, exploring options, and combining individual answers into a coherent whole. This paper reports on a RuSSIR 2015 course covering the challenges of contextual search and recommendation, with a concrete focus on the venue recommendation task as run as part of TREC 2012–2015. It consisted of both lectures and hands-on “hackathon” sessions with data derived from the TREC task.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literatur
1.
Zurück zum Zitat Abowd, G.D., Dey, A.K.: Towards a better understanding of context and context-awareness. In: Gellersen, H.-W. (ed.) HUC 1999. LNCS, vol. 1707, pp. 304–307. Springer, Heidelberg (1999)CrossRef Abowd, G.D., Dey, A.K.: Towards a better understanding of context and context-awareness. In: Gellersen, H.-W. (ed.) HUC 1999. LNCS, vol. 1707, pp. 304–307. Springer, Heidelberg (1999)CrossRef
2.
Zurück zum Zitat Adomavicius, G., Tuzhilin, A.: Context-aware recommender systems. In: CARS (2010) Adomavicius, G., Tuzhilin, A.: Context-aware recommender systems. In: CARS (2010)
3.
Zurück zum Zitat Ageev, M., Guo, Q., Lagun, D., Agichtein, E.: Find it if you can: a game for modeling different types of web search success using interaction data. In: SIGIR (2011) Ageev, M., Guo, Q., Lagun, D., Agichtein, E.: Find it if you can: a game for modeling different types of web search success using interaction data. In: SIGIR (2011)
4.
Zurück zum Zitat Allan, J., Croft, B., Moffat, A., Sanderson, M.: Frontiers, challenges, and opportunities for information retrieval: report from SWIRL 2012 the second strategic workshop on information retrieval in Lorne. SIGIR Forum 46(1), 2–32 (2012)CrossRef Allan, J., Croft, B., Moffat, A., Sanderson, M.: Frontiers, challenges, and opportunities for information retrieval: report from SWIRL 2012 the second strategic workshop on information retrieval in Lorne. SIGIR Forum 46(1), 2–32 (2012)CrossRef
6.
Zurück zum Zitat Bolchini, C., Curino, C.A., Quintarelli, E., Schreiber, F.A., Tanca, L.: A data-oriented survey of context models. In: SIGMOD (2007) Bolchini, C., Curino, C.A., Quintarelli, E., Schreiber, F.A., Tanca, L.: A data-oriented survey of context models. In: SIGMOD (2007)
7.
Zurück zum Zitat Brown, P., Bovey, J., Chen, X.: Context-aware applications: from the laboratory to the marketplace. IEEE Pers. Commun. 4, 58–64 (1997)CrossRef Brown, P., Bovey, J., Chen, X.: Context-aware applications: from the laboratory to the marketplace. IEEE Pers. Commun. 4, 58–64 (1997)CrossRef
8.
Zurück zum Zitat Cao, H., Hu, D.H., Shen, D., Jiang, D., Sun, J.-T., Chen, E., Yang, Q.: Context-aware query classification. In: SIGIR (2009) Cao, H., Hu, D.H., Shen, D., Jiang, D., Sun, J.-T., Chen, E., Yang, Q.: Context-aware query classification. In: SIGIR (2009)
9.
Zurück zum Zitat Dean-Hall, A., Clarke, C.L., Kamps, J., Thomas, P., Voorhees, E.: Overview of the TREC 2014 contextual suggestion track. In: 23rd Text REtrieval Conference, Gaithersburg, Maryland (2015) Dean-Hall, A., Clarke, C.L., Kamps, J., Thomas, P., Voorhees, E.: Overview of the TREC 2014 contextual suggestion track. In: 23rd Text REtrieval Conference, Gaithersburg, Maryland (2015)
10.
Zurück zum Zitat Dean-Hall, A., Clarke, C.L., Simone, N., Kamps, J., Thomas, P., Voorhees, E.: Overview of the TREC 2013 contextual suggestion track. In: 22nd Text REtrieval Conference, Gaithersburg, Maryland (2014) Dean-Hall, A., Clarke, C.L., Simone, N., Kamps, J., Thomas, P., Voorhees, E.: Overview of the TREC 2013 contextual suggestion track. In: 22nd Text REtrieval Conference, Gaithersburg, Maryland (2014)
11.
Zurück zum Zitat Dean-Hall, A., Clarke, C.L.A.: Assessing contextual suggestion. In: 6th International Workshop on Evaluating Information Access, Tokyo, December 2014 Dean-Hall, A., Clarke, C.L.A.: Assessing contextual suggestion. In: 6th International Workshop on Evaluating Information Access, Tokyo, December 2014
12.
Zurück zum Zitat Dean-Hall, A., Clarke, C.L.A.: The power of contextual suggestion. In: 37th European Conference on Information Retrieval, pp. 352–357, Vienna, March 2015 Dean-Hall, A., Clarke, C.L.A.: The power of contextual suggestion. In: 37th European Conference on Information Retrieval, pp. 352–357, Vienna, March 2015
13.
Zurück zum Zitat Dean-Hall, A., Clarke, C.L.A., Kamps, J., Thomas, P.: Evaluating contextual suggestion. In: 5th International Workshop on Evaluating Information Access, Tokyo, June 2013 Dean-Hall, A., Clarke, C.L.A., Kamps, J., Thomas, P.: Evaluating contextual suggestion. In: 5th International Workshop on Evaluating Information Access, Tokyo, June 2013
14.
Zurück zum Zitat Dean-Hall, A., Clarke, C.L.A., Kamps, J., Thomas, P., Voorhees, E.: Overview of the TREC 2012 contextual suggestion track. In: 21st Text REtrieval Conference, Gaithersburg, Maryland (2013) Dean-Hall, A., Clarke, C.L.A., Kamps, J., Thomas, P., Voorhees, E.: Overview of the TREC 2012 contextual suggestion track. In: 21st Text REtrieval Conference, Gaithersburg, Maryland (2013)
15.
Zurück zum Zitat Dey, A., Abowd, G., Salber, D.: A conceptual framework and a toolkit for supporting the rapid prototyping of contextaware applications. Hum. Comput. Interact. 2, 97–166 (2001)CrossRef Dey, A., Abowd, G., Salber, D.: A conceptual framework and a toolkit for supporting the rapid prototyping of contextaware applications. Hum. Comput. Interact. 2, 97–166 (2001)CrossRef
17.
Zurück zum Zitat Hashemi, S.H., Clarke, C.L., Dean-Hall, A., Kamps, J., Kiseleva, J.: On the reusability of open test collections. In: 38th International ACM SIGIR Conference on Research and Development in Information Retrieval, Santiago, Chile, pp. 827–830, August 2015 Hashemi, S.H., Clarke, C.L., Dean-Hall, A., Kamps, J., Kiseleva, J.: On the reusability of open test collections. In: 38th International ACM SIGIR Conference on Research and Development in Information Retrieval, Santiago, Chile, pp. 827–830, August 2015
18.
Zurück zum Zitat Hassan, A., Shi, X., Craswell, N., Ramsey, B.: Beyond clicks: query reformulation as a predictor of search satisfaction. In: CIKM, pp. 2019–2028 (2013) Hassan, A., Shi, X., Craswell, N., Ramsey, B.: Beyond clicks: query reformulation as a predictor of search satisfaction. In: CIKM, pp. 2019–2028 (2013)
19.
Zurück zum Zitat Hull, R., Neaves, P., Bedford-Roberts, J.: Toward situated computing. In: ISWC, pp. 146–153 (1997) Hull, R., Neaves, P., Bedford-Roberts, J.: Toward situated computing. In: ISWC, pp. 146–153 (1997)
20.
Zurück zum Zitat Kiseleva, J.: Context mining and integration into predictive web analytics. In: WWW (Companion Volume), pp. 383–388 (2013) Kiseleva, J.: Context mining and integration into predictive web analytics. In: WWW (Companion Volume), pp. 383–388 (2013)
21.
Zurück zum Zitat Kiseleva, J.: Using contextual information to understand searching and browsing behavior. In: Submission of SIGIR (Doctoral Consorcium) (2015) Kiseleva, J.: Using contextual information to understand searching and browsing behavior. In: Submission of SIGIR (Doctoral Consorcium) (2015)
22.
Zurück zum Zitat Kiseleva, J., Crestan, E., Brigo, R., Dittel, R.: Modelling and detecting changes in user satisfaction. In: Proceeding of CIKM, pp. 1449–1458 (2014) Kiseleva, J., Crestan, E., Brigo, R., Dittel, R.: Modelling and detecting changes in user satisfaction. In: Proceeding of CIKM, pp. 1449–1458 (2014)
23.
Zurück zum Zitat Kiseleva, J., García, A.M., Luo, Y., Kamps, J., Pechenizkiy, M., Bra, P.D.: Applying learning to rank techniques to contextual suggestions. In: Proceeding of Text REtrieval Conference (TREC) (2014) Kiseleva, J., García, A.M., Luo, Y., Kamps, J., Pechenizkiy, M., Bra, P.D.: Applying learning to rank techniques to contextual suggestions. In: Proceeding of Text REtrieval Conference (TREC) (2014)
24.
Zurück zum Zitat Kiseleva, J., Kamps, J., Nikulin, V., Makarov, N.: Behavioral dynamics from the SERP’s perspective: what are failed SERPS and how to fix them? In: CIKM, pp. 1561–1570 (2015) Kiseleva, J., Kamps, J., Nikulin, V., Makarov, N.: Behavioral dynamics from the SERP’s perspective: what are failed SERPS and how to fix them? In: CIKM, pp. 1561–1570 (2015)
25.
Zurück zum Zitat Kiseleva, J., Lam, H.T., Pechenizkiy, M., Calders, T.: Discovering temporal hidden contexts in web sessions for user trail prediction. In: Proceedings of WWW (Companion Volume), pp. 1067–1074. ACM (2013) Kiseleva, J., Lam, H.T., Pechenizkiy, M., Calders, T.: Discovering temporal hidden contexts in web sessions for user trail prediction. In: Proceedings of WWW (Companion Volume), pp. 1067–1074. ACM (2013)
26.
Zurück zum Zitat Kiseleva, J., Lam, H.T., Pechenizkiy, M., Calders, T.: Predicting current user intent with contextual markov models. In: ICDM Workshops (2013) Kiseleva, J., Lam, H.T., Pechenizkiy, M., Calders, T.: Predicting current user intent with contextual markov models. In: ICDM Workshops (2013)
27.
Zurück zum Zitat Lam, H.T., Kiseleva, J., Pechenizkiy, M., Calders, T.: Decomposing a sequence into independent subsequences using compression algorithms. In: Proceedings of the ACM SIGKDD Workshop on Interactive Data Exploration and Analytic, pp. 67–75 (2014) Lam, H.T., Kiseleva, J., Pechenizkiy, M., Calders, T.: Decomposing a sequence into independent subsequences using compression algorithms. In: Proceedings of the ACM SIGKDD Workshop on Interactive Data Exploration and Analytic, pp. 67–75 (2014)
28.
Zurück zum Zitat Palmisano, C., Tuzhilin, A., Gorgoglione, M.: Using context to improve predictive modeling of customers in personalization applications. IEEE Trans. Knowl. Data Eng. (TKDE) 20(11), 1535–1549 (2008)CrossRef Palmisano, C., Tuzhilin, A., Gorgoglione, M.: Using context to improve predictive modeling of customers in personalization applications. IEEE Trans. Knowl. Data Eng. (TKDE) 20(11), 1535–1549 (2008)CrossRef
29.
Zurück zum Zitat Prahalad, C.: Beyond CRM: predicts customer context is the next big thing. In: AMA MwWorld (2004) Prahalad, C.: Beyond CRM: predicts customer context is the next big thing. In: AMA MwWorld (2004)
30.
Zurück zum Zitat Rendle, S., Gantner, Z., Freudenthaler, C., Schmidt-Thieme, L.: Fast context-aware recommendations with factorization machines. In: Proceeding of the 34th International ACM SIGIR Conference on Research and Development in Information Retrieval, SIGIR 2011, pp. 635–644 (2011) Rendle, S., Gantner, Z., Freudenthaler, C., Schmidt-Thieme, L.: Fast context-aware recommendations with factorization machines. In: Proceeding of the 34th International ACM SIGIR Conference on Research and Development in Information Retrieval, SIGIR 2011, pp. 635–644 (2011)
31.
Zurück zum Zitat Schmidt, A., Beigl, M., Gellersen, H.-W.: There is more to context than location. Comput. Graph. 23(6), 893–901 (1999)CrossRef Schmidt, A., Beigl, M., Gellersen, H.-W.: There is more to context than location. Comput. Graph. 23(6), 893–901 (1999)CrossRef
32.
Zurück zum Zitat Smucker, M.D., Clarke, C.L.: Time-based calibration of effectiveness measures. In: 35th International ACM SIGIR Conference on Research and Development in Information Retrieval, Portland, Oregon, pp. 95–104 (2012) Smucker, M.D., Clarke, C.L.: Time-based calibration of effectiveness measures. In: 35th International ACM SIGIR Conference on Research and Development in Information Retrieval, Portland, Oregon, pp. 95–104 (2012)
33.
Zurück zum Zitat Stern, D., Herbrich, R., Graepel, T.: Matchbox: large scale online bayesian recommendations. In: WWW, pp. 111–120 (2009) Stern, D., Herbrich, R., Graepel, T.: Matchbox: large scale online bayesian recommendations. In: WWW, pp. 111–120 (2009)
34.
Zurück zum Zitat Turney, P.: Exploiting context when learning to classify. CoRR (2002) Turney, P.: Exploiting context when learning to classify. CoRR (2002)
35.
Zurück zum Zitat Turney, P.: The management of context-sensitive features: a review of strategies. CoRR (2002) Turney, P.: The management of context-sensitive features: a review of strategies. CoRR (2002)
36.
Zurück zum Zitat Want, R., Hopper, A., Falcão, V., Gibbons, J.: The active badge location system. ACM Trans. Inf. Syst. (TOIS) 10(1), 91–202 (1992)CrossRef Want, R., Hopper, A., Falcão, V., Gibbons, J.: The active badge location system. ACM Trans. Inf. Syst. (TOIS) 10(1), 91–202 (1992)CrossRef
37.
Zurück zum Zitat Xiang, B., Jiang, D., Pei, J., Sun, X., Chen, E., Li, H.: Context-aware ranking in web search. In: SIGIR (2010) Xiang, B., Jiang, D., Pei, J., Sun, X., Chen, E., Li, H.: Context-aware ranking in web search. In: SIGIR (2010)
38.
Zurück zum Zitat Zliobaite, I.: Learning under concept drift: an overview. CoRR abs/1010.4784 (2010) Zliobaite, I.: Learning under concept drift: an overview. CoRR abs/1010.4784 (2010)
39.
Zurück zum Zitat Žliobaitė, I.: Identifying hidden contexts in classification. In: Huang, J.Z., Cao, L., Srivastava, J. (eds.) PAKDD 2011, Part I. LNCS, vol. 6634, pp. 277–288. Springer, Heidelberg (2011)CrossRef Žliobaitė, I.: Identifying hidden contexts in classification. In: Huang, J.Z., Cao, L., Srivastava, J. (eds.) PAKDD 2011, Part I. LNCS, vol. 6634, pp. 277–288. Springer, Heidelberg (2011)CrossRef
40.
Zurück zum Zitat Zliobaite, I., Bakker, J., Pechenizkiy, M.: Beating the baseline prediction in food sales: how intelligent an intelligent predictor is? Expert Syst. Appl. (ESWA) 39(1), 806–815 (2012)CrossRef Zliobaite, I., Bakker, J., Pechenizkiy, M.: Beating the baseline prediction in food sales: how intelligent an intelligent predictor is? Expert Syst. Appl. (ESWA) 39(1), 806–815 (2012)CrossRef
Metadaten
Titel
Contextual Search and Exploration
verfasst von
Julia Kiseleva
Jaap Kamps
Charles L. A. Clarke
Copyright-Jahr
2016
DOI
https://doi.org/10.1007/978-3-319-41718-9_1

Neuer Inhalt