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Leverage Implicit Feedback for Context-aware Product Search [article]

Keping Bi, Choon Hui Teo, Yesh Dattatreya, Vijai Mohan, W. Bruce Croft
<span title="2020-01-09">2020</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
Hence, in this paper, we leverage clicks within a query session, as implicit feedback, to represent users' hidden intents, which further act as the basis for re-ranking subsequent result pages for the  ...  Product search serves as an important entry point for online shopping.  ...  ACKNOWLEDGMENTS This work was supported in part by the Center for Intelligent Information Retrieval and in part by NSF IIS-1715095.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1909.02065v2">arXiv:1909.02065v2</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/o2ceae6g5bav3ioddwjbjgxsgy">fatcat:o2ceae6g5bav3ioddwjbjgxsgy</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200830032902/https://arxiv.org/pdf/1909.02065v2.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/20/96/20964b4f3625340018ef45065ed863ddff3cccea.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1909.02065v2" title="arxiv.org access"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> arxiv.org </button> </a>

A Study of Context Dependencies in Multi-page Product Search

Keping Bi, Choon Hui Teo, Yesh Dattatreya, Vijai Mohan, W. Bruce Croft
<span title="">2019</span> <i title="ACM Press"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/6g37zvjwwrhv3dizi6ffue642m" style="color: black;">Proceedings of the 28th ACM International Conference on Information and Knowledge Management - CIKM &#39;19</a> </i> &nbsp;
In product search, users tend to browse results on multiple search result pages (SERPs) (e.g., for queries on clothing and shoes) before deciding which item to purchase.  ...  We also propose an end-to-end context-aware embedding model which can capture both types of context.  ...  ACKNOWLEDGMENTS This work was supported in part by the Center for Intelligent Information Retrieval and in part by NSF IIS-1715095.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/3357384.3358095">doi:10.1145/3357384.3358095</a> <a target="_blank" rel="external noopener" href="https://dblp.org/rec/conf/cikm/BiTDMC19.html">dblp:conf/cikm/BiTDMC19</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/fnwcb4jirrbhlo7zkienuizqim">fatcat:fnwcb4jirrbhlo7zkienuizqim</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200709075022/https://assets.amazon.science/62/b6/4bd0386744d085acc38331d1a8d9/study-of-context-dependencies-in-multi-page-product-search.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/eb/12/eb12fe0e94b04913be38b7463878b8e7cd821188.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/3357384.3358095"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> acm.org </button> </a>

Report on the SIGIR 2019 Workshop on eCommerce (ECOM19) [article]

Jon Degenhardt, Surya Kallumadi, Utkarsh Porwal, Andrew Trotman
<span title="2019-12-27">2019</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
The workshop program was designed to bring together practitioners and researchers from academia and industry to discuss the challenges and approaches to product search and recommendation in the eCommerce  ...  The purpose of the workshop was to serve as a platform for publication and discussion of Information Retrieval and NLP research and their applications in the domain of eCommerce.  ...  Thanks also to the panelists, and participants for their contribution to the workshop.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1912.12282v1">arXiv:1912.12282v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/6cwvvxjnnbfy5czmhl76oakg2q">fatcat:6cwvvxjnnbfy5czmhl76oakg2q</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200814132130/https://arxiv.org/pdf/1912.12282v1.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1912.12282v1" title="arxiv.org access"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> arxiv.org </button> </a>

Inferring user intent in web search by exploiting social annotations

Jose M. Conde, David Vallet, Pablo Castells
<span title="">2010</span> <i title="ACM Press"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/ibcfmixrofb3piydwg5wvir3t4" style="color: black;">Proceeding of the 33rd international ACM SIGIR conference on Research and development in information retrieval - SIGIR &#39;10</a> </i> &nbsp;
In this paper, we present a folksonomy-based approach for implicit user intent extraction during a Web search process.  ...  We perform a user experiment the results of which indicate that this type of representation is better at context extraction than using the actual textual content of the document.  ...  Context-aware models based on implicit feedback rely on processing the content of the executed queries and accessed documents by users during search activities [5] .  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/1835449.1835636">doi:10.1145/1835449.1835636</a> <a target="_blank" rel="external noopener" href="https://dblp.org/rec/conf/sigir/CondeVC10.html">dblp:conf/sigir/CondeVC10</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/fv7swm57drdv5lyowkte66rnde">fatcat:fv7swm57drdv5lyowkte66rnde</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20110704010535/http://ir.ii.uam.es/rim3/publications/sigir10.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/bf/91/bf911ebeb0da4a5bcbe40bc3763e32b8442f4188.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/1835449.1835636"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> acm.org </button> </a>

Factorization Machines for Data with Implicit Feedback [article]

Babak Loni, Martha Larson, Alan Hanjalic
<span title="2018-12-19">2018</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
FM-Pair retains the advantages of FMs on generality, expressiveness and performance and yet it can be used for datasets with implicit feedback.  ...  In this work, we propose FM-Pair, an adaptation of Factorization Machines with a pairwise loss function, making them effective for datasets with implicit feedback.  ...  -We propose to apply FM-Pair to exploit context and provide context-aware recommendations for datasets with implicit feedback.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1812.08254v1">arXiv:1812.08254v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/krbtdxyx6jeghho3ijchwvpj4a">fatcat:krbtdxyx6jeghho3ijchwvpj4a</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20191012020857/https://arxiv.org/pdf/1812.08254v1.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/37/da/37daa706fc11e5e56fcad50850ee7a33feb39c79.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1812.08254v1" title="arxiv.org access"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> arxiv.org </button> </a>

A Cognitive and Machine Learning-Based Software Development Paradigm Supported by Context [article]

Glaucia Melo, Paulo Alencar, Donald Cowan
<span title="2021-02-10">2021</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
The research takes advantage of the synergy among emergent methods provided in context-aware software processes, cognitive computing such as chatbots, and machine learning such as recommendation systems  ...  Based on these challenges, this paper introduces a novel paradigm for human-machine software support based on context, cognitive assistance, and machine learning, and briefly describes ongoing research  ...  Research on Software Development Context. We believe it is essential to understand and capture context for software tasks so that adaptive context relevant to software development could be leveraged.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2102.05608v1">arXiv:2102.05608v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/j22luah5vfc23fszj5xvwlqryi">fatcat:j22luah5vfc23fszj5xvwlqryi</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210220113829/https://arxiv.org/pdf/2102.05608v1.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/df/6f/df6f220b0d98f09ae780598018421f1516fda620.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2102.05608v1" title="arxiv.org access"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> arxiv.org </button> </a>

Dynamic Intention-Aware Recommendation System [article]

Shuai Zhang, Lina Yao
<span title="2017-03-10">2017</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
In this paper, we propose a dynamic intention-aware recommender system to better facilitate users to find desirable products and services.  ...  intentions from the historical user-item interactions, and various user digital traces harvested from social media and Internet of Things, it is capable of delivering more satisfactory recommendations by leveraging  ...  [24] presented a method for anticipating user location intention from their mobile search queries. Ding et al.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1703.03112v2">arXiv:1703.03112v2</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/af3jq4emcna6heoyujwxwqdmgu">fatcat:af3jq4emcna6heoyujwxwqdmgu</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20191020035851/https://arxiv.org/pdf/1703.03112v2.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/59/e6/59e63855257d40650f1ebdb9c126d703218a7239.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1703.03112v2" title="arxiv.org access"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> arxiv.org </button> </a>

A systematic mapping study on crowdsourced requirements engineering using user feedback

Chong Wang, Maya Daneva, Marten Sinderen, Peng Liang
<span title="2019-07-15">2019</span> <i title="Wiley"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/mb36uy342jadrbu3byrnfrv3hi" style="color: black;">Journal of Software: Evolution and Process</a> </i> &nbsp;
Our findings suggest a need to broaden the scope of research effort in order to leverage the benefits of both explicit and implicit feedback in RE.  ...  We also found that the published research has a strong focus on crowdgenerated comments (explicit feedback) to be used for RE purposes, rather than employing application logs or usage-generated data (implicit  ...  S30 Implicit user feedback The approach captures behavior records contributed by a crowd of mobile users and automatically mines context-aware user behavior patterns, … based on the mined user behaviors  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1002/smr.2199">doi:10.1002/smr.2199</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/dxvqil4xqvcnlctv3uqjvquinq">fatcat:dxvqil4xqvcnlctv3uqjvquinq</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200505202645/https://ris.utwente.nl/ws/files/167914538/Wang_et_al_2019_Journal_of_Software_Evolution_and_Process.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/4f/cd/4fcd82353d55df1f67239fa98c7d6f2eaa0a37d2.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1002/smr.2199"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> wiley.com </button> </a>

Fine-grained preference-aware location search leveraging crowdsourced digital footprints from LBSNs

Dingqi Yang, Daqing Zhang, Zhiyong Yu, Zhiwen Yu
<span title="">2013</span> <i title="ACM Press"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/tbl7svy7dzb65af4vqu34wmt7i" style="color: black;">Proceedings of the 2013 ACM international joint conference on Pervasive and ubiquitous computing - UbiComp &#39;13</a> </i> &nbsp;
In this paper, we propose SEALs -a finegrained preference-aware location search framework leveraging the crowdsourced traces in LBSNs.  ...  We first collect user check-ins and tips from Foursquare and use them as direct user feedback on locations.  ...  The context-aware location search leverages user's context, e.g., current time, location, weather condition, user's activity, to augment the search queries and deliver the appropriate search results to  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/2493432.2493464">doi:10.1145/2493432.2493464</a> <a target="_blank" rel="external noopener" href="https://dblp.org/rec/conf/huc/YangZYY13.html">dblp:conf/huc/YangZYY13</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/3axiqzijovejzmkgninvoybmxu">fatcat:3axiqzijovejzmkgninvoybmxu</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20170809100508/http://www-public.tem-tsp.eu/~zhang_da/pub/UbiComp_2013_Yang.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/7e/19/7e19bbf36a66a71fa45e845a04ce872dce633b4e.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/2493432.2493464"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> acm.org </button> </a>

A zero-input interface for leveraging group experience in web browsing

Taly Sharon, Henry Lieberman, Ted Selker
<span title="">2003</span> <i title="ACM Press"> Proceedings of the 8th international conference on Intelligent user interfaces - IUI &#39;03 </i> &nbsp;
This paper describes Context-Aware Proxy based System (CAPS), an agent that recommends pages and annotates links to reveal their relative popularity among the user's colleagues, matched with their automatically  ...  These experiments indicate that CAPS has high potential to support effective ranking for quality judgment -by users.  ...  The second group tried the system to search for information about "context-aware computing".  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/604079.604102">doi:10.1145/604079.604102</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/t4mqxzp6tzexpjofeafsr6zyxe">fatcat:t4mqxzp6tzexpjofeafsr6zyxe</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20060903153537/http://xenia.media.mit.edu/%7Etaly/publications/iui.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/68/bb/68bb36ac633f68eea1eda4626171135b96806a2f.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/604079.604102"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> acm.org </button> </a>

A zero-input interface for leveraging group experience in web browsing

Taly Sharon, Henry Lieberman, Ted Selker
<span title="">2003</span> <i title="ACM Press"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/4exuzbjcyndbhlpuc2jxxmdszq" style="color: black;">Proceedings of the 8th international conference on Intelligent user interfaces - IUI &#39;03</a> </i> &nbsp;
This paper describes Context-Aware Proxy based System (CAPS), an agent that recommends pages and annotates links to reveal their relative popularity among the user's colleagues, matched with their automatically  ...  These experiments indicate that CAPS has high potential to support effective ranking for quality judgment -by users.  ...  The second group tried the system to search for information about "context-aware computing".  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/604045.604102">doi:10.1145/604045.604102</a> <a target="_blank" rel="external noopener" href="https://dblp.org/rec/conf/iui/SharonLS03.html">dblp:conf/iui/SharonLS03</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/hinw5moenrfmxaykl7zbpcw4ty">fatcat:hinw5moenrfmxaykl7zbpcw4ty</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20060903153537/http://xenia.media.mit.edu/%7Etaly/publications/iui.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/68/bb/68bb36ac633f68eea1eda4626171135b96806a2f.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/604045.604102"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> acm.org </button> </a>

Current Challenges and Future Directions in Podcast Information Access [article]

Rosie Jones, Hamed Zamani, Markus Schedl, Ching-Wei Chen, Sravana Reddy, Ann Clifton, Jussi Karlgren, Helia Hashemi, Aasish Pappu, Zahra Nazari, Longqi Yang, Oguz Semerci (+2 others)
<span title="2021-06-17">2021</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
Podcasts are spoken documents across a wide-range of genres and styles, with growing listenership across the world, and a rapidly lowering barrier to entry for both listeners and creators.  ...  The great strides in search and recommendation in research and industry have yet to see impact in the podcast space, where recommendations are still largely driven by word of mouth.  ...  Podcast recommendation calls for cross-domain approaches, as well as duration-aware methods that leverage user context.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2106.09227v1">arXiv:2106.09227v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/mka3a7h4bbco5eo4c7but6hcbu">fatcat:mka3a7h4bbco5eo4c7but6hcbu</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210620035316/https://arxiv.org/pdf/2106.09227v1.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/25/66/2566926506522429bb4be31e4ec0f7a3c701cf56.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2106.09227v1" title="arxiv.org access"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> arxiv.org </button> </a>

AgentBuddy: A Contextual Bandit based Decision Support System for Customer Support Agents [article]

Hrishikesh Ganu, Mithun Ghosh, Shashi Roshan
<span title="2019-02-24">2019</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
The system is under development and is designed to provide suggestions to CSAs to make them more productive.  ...  In addition to discussing the ML aspects, we also bring out important insights we gleaned from early feedback from CSAs.  ...  We believe that using a Contextual Bandit setup early on will help us not only to satisfy the needs of CSAs who can provide only partial feedback but will also help us be prepared for the future when the  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1903.03512v1">arXiv:1903.03512v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/5ddp3cen2rfm3ac3hz5hiu2mdi">fatcat:5ddp3cen2rfm3ac3hz5hiu2mdi</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20191026065441/https://arxiv.org/pdf/1903.03512v1.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/b7/b5/b7b52b91643a0b353e1c7c7d2f9e0570c9bdb3cb.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1903.03512v1" title="arxiv.org access"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> arxiv.org </button> </a>

Poisson Factorization Models for Spatiotemporal Retrieval

Eliezer de Souza da Silva, Dirk Ahlers
<span title="">2017</span> <i title="ACM Press"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/efsdrpmhrvefnfnsxacgjfhnva" style="color: black;">Proceedings of the 11th Workshop on Geographic Information Retrieval - GIR&#39;17</a> </i> &nbsp;
In this position paper, we describe these factorization models and how they can be useful for corpus and user need understanding and further GIR use cases.  ...  implicit data (such as user feedback), and sparse observations.  ...  Another angle from latent feature analysis is location-aware topic modelling, i.e., finding implicit locations for entity names [4, 8] , again through extensions or additions for location to existing  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/3155902.3155912">doi:10.1145/3155902.3155912</a> <a target="_blank" rel="external noopener" href="https://dblp.org/rec/conf/gir/SilvaA17.html">dblp:conf/gir/SilvaA17</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/zrca3zetgzfxhgngfsjd5iedby">fatcat:zrca3zetgzfxhgngfsjd5iedby</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20180722052545/https://brage.bibsys.no/xmlui/bitstream/handle/11250/2496482/gir2017-poisson-factorization-silvaahlers.pdf?sequence=1" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/32/2d/322d8a9449f2ea654036ea6be3cba4458eebf207.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/3155902.3155912"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> acm.org </button> </a>

Learning Consumer and Producer Embeddings for User-Generated Content Recommendation [article]

Wang-Cheng Kang, Julian McAuley
<span title="2018-09-25">2018</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
In this work, we propose a method CPRec (consumer and producer based recommendation), for recommending content on UGC-based platforms.  ...  Specifically, we learn a core embedding for each user and two transformation matrices to project the user's core embedding into two 'role' embeddings (i.e., a producer and consumer role).  ...  implicit feedback.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1809.09739v1">arXiv:1809.09739v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/jgpjhkqkorcczgaz2jbbhmx3ni">fatcat:jgpjhkqkorcczgaz2jbbhmx3ni</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20191024033823/https://arxiv.org/pdf/1809.09739v1.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/df/bb/dfbbbf15651c47c1cbac4314c61f30da54ef848e.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1809.09739v1" title="arxiv.org access"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> arxiv.org </button> </a>
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