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Style conditioned recommendations

Murium Iqbal, Kamelia Aryafar, Timothy Anderton
2019 Proceedings of the 13th ACM Conference on Recommender Systems - RecSys '19  
We propose Style Conditioned Recommendations (SCR) and introduce style injection as a method to diversify recommendations.  ...  After injecting styles we compare the user style profile to the style of the recommendations and show that injected styles have an average +133% increase in presence.  ...  We introduce Style Conditioned Recommendations (SCR) which extends Variational Autoencoder (VAE) recommendations by employing the Conditional VAE (CVAE) architecture.  ... 
doi:10.1145/3298689.3347007 dblp:conf/recsys/IqbalAA19 fatcat:wcngwunznva7pmbyr6dlccwyd4

Recommendation of Compatible Outfits Conditioned on Style [article]

Debopriyo Banerjee, Lucky Dhakad, Harsh Maheshwari, Muthusamy Chelliah, Niloy Ganguly, Arnab Bhattacharya
2022 arXiv   pre-print
In this work, we aim to generate outfits conditional on styles or themes as one would dress in real life, operating under the practical assumption that each item is mapped to a high level category as driven  ...  We use a novel style encoder network that renders outfit styles in a smooth latent space.  ...  Say given an anchor item, we want to recommend a total of n outfits from k styles. SATCORec, using the stylehandle, can produce a ranked lists of outfits conditioned on each of the k styles.  ... 
arXiv:2203.16161v1 fatcat:n2gjlyfv3rhwnbf2ijp7gsy7qy

Explainable Restricted Boltzmann Machines for Collaborative Filtering [article]

Behnoush Abdollahi, Olfa Nasraoui
2016 arXiv   pre-print
Most accurate recommender systems are black-box models, hiding the reasoning behind their recommendations.  ...  Experimental results show that our method is effective in generating accurate and explainable recommendations.  ...  The idea is to define a joint distribution over (v, h) , conditional on the explainability scores, m. Figure 2 presents the conditional RBM model with explainability.  ... 
arXiv:1606.07129v1 fatcat:jjkvvxoibnfbhott5oc7kaazra

Argumentative explanations for recommendations - Effect of display style and profile transparency

Diana Carolina Hernandez-Bocanegra, Jürgen Ziegler
2020 Mensch & Computer  
We present in this paper a user study to investigate the effect of different display styles (visual and text only) on the perception of review-based explanations for recommended hotels.  ...  Providing explanations based on user reviews in recommender systems may increase users' perception of transparency.  ...  Figure 1 : 1 Figure 1: Explanations displayed in empirical study for every experimental condition, for one of the recommended hotels. a) Style 'visual' , user preferences 'yes'. b) Style 'visual' , user  ... 
doi:10.18420/muc2020-ws111-338 dblp:conf/mc/Hernandez-Bocanegra20 fatcat:hirgqxynxfan3blw6t34n44b4i

Imitation Learning for Fashion Style Based on Hierarchical Multimodal Representation [article]

Shizhu Liu, Shanglin Yang, Hui Zhou
2020 arXiv   pre-print
People follow fashion styles from demonstrations by experts or fashion icons.  ...  These methods suffer from distribution shift: because the agent greedily imitates some given outfit demonstrations, it can drift away from one style to another styles given subtle differences.  ...  outfit with given style conditions.  ... 
arXiv:2004.06229v1 fatcat:7ddx2atnmbfvdifubptflwmqje

Inclusive Language Matters: Recommendations for Health Care Providers to Address Implicit Bias and Equitable Health Care

Crystal R Herron
2021 Journal of Maine Medical Center  
The guide also provides detailed recommendations for using inclusive language regarding race/ethnicity, physical or mental condition, sex or gender, sexual orientation, age, and socioeconomic status.  ...  Application: The AMA Manual of Style outlines standardized inclusive language that health care professionals can use to address bias in their writing, as well as in their clinical practice, teaching, and  ...  Specificity is at the core of recommendations by the AMA Manual of Style.  ... 
doi:10.46804/2641-2225.1093 fatcat:ry7ddr25rvhnnahhn3ig6otgqy

Conditioned Variational Autoencoder for top-N item recommendation [article]

Tommaso Carraro, Mirko Polato, Fabio Aiolli
2020 arXiv   pre-print
In this paper, we propose a Conditioned Variational Autoencoder (C-VAE) for constrained top-N item recommendation where the recommended items must satisfy a given condition.  ...  Finally, the performed analyses suggest that C-VAE can be used in other recommendation scenarios, such as context-aware recommendation.  ...  Style Conditioned Recommendation (SCR) In [8] a style conditioned variational autoencoder is proposed. The conditional schema followed by SCR is similar to the standard Conditional VAE [27, 17] .  ... 
arXiv:2004.11141v2 fatcat:ya62wtz4i5akzbqxtykegxps4a

Effects of interactivity and presentation on review-based explanations for recommendations [article]

Diana C. Hernandez-Bocanegra, Juergen Ziegler
2021 arXiv   pre-print
User reviews have become an important source for recommending and explaining products or services.  ...  Particularly, providing explanations based on user reviews may improve users' perception of a recommender system (RS).  ...  Steps c,d,e are enabled only in study condition interactivity "high". a) List of recommended hotels, and first level argumentation attempt; when clicking on "More on why recommended", system displays:  ... 
arXiv:2105.11794v1 fatcat:q7sz6gzn4jf4vov42g24wfrs6a

Adults Consuming an Energy-Restricted US Healthy-Style Eating Pattern at Either the Recommended or a Higher Protein Quantity Perceive a Shift from "Poor" to "Good" Sleep

Joshua Hudson, Jing Zhou, Wayne Campbell
2020 Current Developments in Nutrition  
Healthy–Style Eating Pattern with the recommended versus a higher amount of protein and moderate energy-restriction on sleep quality indices.  ...  Healthy-Style Eating Pattern containing either the recommended or a higher amount of protein. Funding Sources The Beef Checkoff and American Egg Board-Egg Nutrition Center.  ...  Healthy-Style Eating Pattern with the recommended versus a higher amount of protein and moderate energy-restriction on sleep quality indices.  ... 
doi:10.1093/cdn/nzaa046_028 fatcat:4ljhfvwqbzfzpb6ghaa7o6dtoy

Research to Move Toward Evidence-Based Recommendations for Lead Service Line Disclosure Policies in Home Buying and Home Renting Scenarios

Hang Lu, Rainer Romero-Canyas, Sofia Hiltner, Tom Neltner, Lindsay McCormick, Jeff Niederdeppe
2019 International Journal of Environmental Research and Public Health  
In some cases, including the specific recommendations backfired. Implications for policy and regulation are discussed.  ...  This paper summarizes three different home buying or renting scenario-based experimental studies used to evaluate disclosure styles, to assess if these influenced respondents' perceived risk of the LSL  ...  two conditions where the recommendations were present, or the control condition, ps < 0.01.  ... 
doi:10.3390/ijerph16060963 pmid:30889830 pmcid:PMC6466339 fatcat:mcb4mbs4aramvfpqt4yblcbhqm

A Negotiation-Style Recommender Based on Computational Ecology in Open Negotiation Environments

Josep Lluis de la Rosa, Nicolás Hormazabal, Silvana Aciar, Gabriel Alejandro Lopardo, Albert Trias, Miquel Montaner
2011 IEEE transactions on industrial electronics (1982. Print)  
This model inspires an ecosystem monitor as well as a novel negotiation style recommender.  ...  The ecosystem monitor provides hints to the negotiation style recommender to achieve greater stability of an open negotiation environment in a digital business ecosystem.  ...  This information is used to make recommendations on negotiation styles by the NSR (Negotiation Style Recommender).  ... 
doi:10.1109/tie.2009.2027917 fatcat:wehlz4hbb5gwxn7tea2x7ijriq


Bernd Huber, Hijung Valentina Shin, Bryan Russell, Oliver Wang, Gautham J. Mysore
2019 Proceedings of the 2019 CHI Conference on Human Factors in Computing Systems - CHI '19  
B-Script has a built-in recommendation system trained on expert-annotated data, recommending users B-roll position and content.  ...  Users found it easier and were faster to insert B-roll using the transcript-based interface, and they created more engaging videos when recommendations were provided.  ...  User Interface Conditions Our study evaluates three different user interface conditions as our main factors: a reference timeline-based system (Figure 6) , a transcript-based system without recommendations  ... 
doi:10.1145/3290605.3300311 dblp:conf/chi/HuberSRWM19 fatcat:mewtpso5gbdofonbu3ee2owixy

Investigating safety services on the motorway

Peter Fröhlich, Matthias Baldauf, Marion Hagen, Stefan Suette, Dietmar Schabus, Andrew L. Kun
2011 Proceedings of the 3rd International Conference on Automotive User Interfaces and Interactive Vehicular Applications - AutomotiveUI '11  
Comparing the presentation styles, we found that following such recommendations was highly efficient in the audio-only mode.  ...  We compared three presentation styles: audio-only, audiovisual with a conventional map, and audiovisual with augmented reality.  ...  case of unproblematic weather conditions).  ... 
doi:10.1145/2381416.2381440 dblp:conf/automotiveUI/FrohlichBHSSK11 fatcat:xtfp7hqhsbdotnnl5syv54nciu

Using Learning Styles to Enhance Learning Management Systems

M Prabhani Pitigala Liyanage, K S Lasith Gunawardena, Masahito Hirakawa
2015 The International Journal on Advances in ICT for Emerging Regions  
Educational theory suggests that learners have different styles of learning. Ideally, the content must be arranged to match each learner's learning style.  ...  The Felder-Silverman learning style model served as the basis for our system implementation.  ...  ., he/she has a very strong preference for one style and dislikes the others, the opportunity exists for giving conditional recommendations in certain other situations.  ... 
doi:10.4038/icter.v7i2.7153 fatcat:zs5ov5g3rbh7dnpvi7so2qg7z4

Predictors of adherence to follow-up recommendations after an abnormal Pap smear among underserved inner-city women

Suzanne M. Miller, Erin K. Tagai, Kuang-Yi Wen, Minsun Lee, Siu-kuen Azor Hui, Deirdre Kurtz, John Scarpato, Enrique Hernandez
2017 Patient Education and Counseling  
Women with lower monitoring attentional style had significantly greater adherence to 6-month follow-up recommendations compared to women with higher monitoring scores (OR = 0.785, 95% CI 0.659-0.935).  ...  Conclusion-Increasing cervical cancer-related self-efficacy and tailoring cervical cancer risk communication to monitoring attentional style may help improve adherence to follow-up recommendations after  ...  conditions [15] .  ... 
doi:10.1016/j.pec.2017.01.020 pmid:28190541 pmcid:PMC5466500 fatcat:l4qxwnsjyngu3o3kqkxcsquau4
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