Semantic Web Recommender systems Cai-Nicolas Ziegler Institut fur Informatik, Group DBIs, Universitat Freiburg, Germany ziegler@informatik. uni-freiburg de Abstract. Research on recommendersystems has primarily addressed centralized scenarios and largely ignored open, decentralized systems where remote informa- tion distribution prevails. The absence of superordinate authorities having full access and control introduces some serious issues requiring novel approaches and methods. Hence, our primary objective targets the successful deployment and inte gration of recommender system facilities for Semantic Web applications, making use of novel technologies and concepts and incorporating them into one coherent 1 Introduction Automated recommender systems intend to provide people with recommendations of products they might appreciate, taking into account their past product ratings profile and history of purchase or interest. Most successful systems apply so-called social filtering techniques [9], dubbed collaborative filtering [6]. These systems identify similar users and make recommendations based upon products people utterly fancy Unfortunately, common collaborative filtering methods fail when transplanted into decentralized scenarios. Analyzing the issues specific to these domains, we believe that two novel approaches may alleviate the prevailing problems, namely trust networks, along with trust propagation mechanisms, and taxonomy-driven profile generation and filtering. One aspect of our work hence addresses the conception of suitable components specifically tailored to suit our decentralized setting, while another regards the seamless integration of these latter building bricks into one single, unified framework. Empirical analysis and performance evaluations are conducted at all stages 2 Research issues Deploying recommender systems into the Semantic Web implies diverse, multi-faceted issues, some of them being inherent to decentralized systems in general, others being cific. Hereby, our devised Semantic Web recommender system performs all recom- mendation computations locally for one given user. Its principal difference from generic, centralized approaches refers to information storage, supposing all user and rating data distributed throughout the Semantic Web. Hence its decentralized nature. We thus come to identify several research issues: et al. (Eds ) EDBT 2004 Workshops, LNCS 3268, pp. 78-89, 2004
Semantic Web Recommender Systems Cai-Nicolas Ziegler Institut f¨ur Informatik, Group DBIS, Universit¨at Freiburg, Germany cziegler@informatik.uni-freiburg.de Abstract. Research on recommender systems has primarily addressed centralized scenarios and largely ignored open, decentralized systems where remote information distribution prevails. The absence of superordinate authorities having full access and control introduces some serious issues requiring novel approaches and methods. Hence, our primary objective targets the successful deployment and integration of recommender system facilities for Semantic Web applications, making use of novel technologies and concepts and incorporating them into one coherent framework. 1 Introduction Automated recommender systems intend to provide people with recommendations of products they might appreciate, taking into account their past product ratings profile and history of purchase or interest. Most successful systems apply so-called social filtering techniques [9], dubbed collaborative filtering [6]. These systems identify similar users and make recommendations based upon products people utterly fancy. Unfortunately, common collaborative filtering methods fail when transplanted into decentralized scenarios. Analyzing the issues specific to these domains, we believe that two novel approaches may alleviate the prevailing problems, namely trust networks, along with trust propagation mechanisms, and taxonomy-driven profile generation and filtering. One aspect of our work hence addresses the conception of suitable components, specifically tailored to suit our decentralized setting, while another regards the seamless integration of these latter building bricks into one single, unified framework. Empirical analysis and performance evaluations are conducted at all stages. 2 Research Issues Deploying recommender systems into the Semantic Web implies diverse, multi-faceted issues, some of them being inherent to decentralized systems in general, others being specific. Hereby, our devised Semantic Web recommender system performs all recommendation computationslocally for one given user. Its principal difference from generic, centralized approaches refers to information storage, supposing all user and rating data distributed throughout the Semantic Web. Hence its decentralized nature. We thus come to identify several research issues: W. Lindner et al. (Eds.): EDBT 2004 Workshops, LNCS 3268, pp. 78–89, 2004. c Springer-Verlag Berlin Heidelberg 2004
Semantic Web Recommender Systems 79 Ontological Commitment. Basically, the Semantic Web is made up of machine readable content distributed all over the Web. In order to ensure that agents can understand and reason about the respective information, semantic interoperability via ontologies or common content models must be established. For instance, FOAF 5], an acronym for"Friend of a Friend", defines an ontology for establishing simple social networks and represents an open standard agents can rely upon. Interaction Facilities. Decentralized recommender systems have primarily been ubject to multi-agent research projects. In suchlike settings, environment models are agent-centric, enabling agents to directly communicate with their peers and thus making synchronous message exchange feasible. The Semantic Web, being an ag gregation of distributed metadata, constitutes an inherently data-centric environment model. Messages are exchanged by publishing or updating documents encoded in RDE OWL. or similar formats. Hence the communication becomes restricted to asynchronous message exchange only Security and Credibility. Closed communities generally possess efficient means to control the users'identity and penalize malevolent behavior. Decentralized systems nong those peer-to-peer networks, open marketplaces and the Semantic Web, like- ise, cannot prevent deception and insincerity. Spoofing and identity forging thus become facile to achieve [22]. Hence, some subjective means enabling each indi- vidual to decide which peers and content to rely upon are needed. Computational Complexity and Scalability. Centralized systems allow for es- timating and limiting the community size and may thus tailor their filtering sys- tems to ensure scalability. Note that user similarity assessment, which is an integral part of collaborative filtering [6], implies some computation-intensive processes The Semantic Web will once contain millions of machine-readable homepages. omputing similarity measures for all these "individuals"thus becomes infeasible. Consequently, scalability can only be ensured when restricting these computations to sufficiently narrow neighborhoods. Intelligent filtering mechanisms are needed, ill ensuring reasonable recall, i.e., not sacrificing too many relevant, like-minded rents. Low Profile Overlap. Interest profiles are generally represented by vectors indicat ing the user's opinion for every product. In order to reduce dimensionality and ensure profile overlap, some centralized systems like Ringo [20] require users to rate small subsets of the overall product space. These mandatory assessments, provisional tools for creating overlap-ensuring profiles, imply additional efforts for prospective users Other recommenders, among those GroupLens and MovieLens [14], operate in do- mains where product sets are comparatively small. On the Semantic Web, virtually no restrictions can be imposed on agents regarding which items to rate. Hence, new approaches to ensure profile overlap are needed in order to make profile similarity measures meaningful 3 Proposed Approach Endeavors to ensure semantical interoperability through ontologies constitute the corner- stone of Semantic Web conception and have been subject to numerous research projects
Semantic Web Recommender Systems 79 – Ontological Commitment. Basically, the Semantic Web is made up of machinereadable content distributed all over the Web. In order to ensure that agents can understand and reason about the respective information, semantic interoperability via ontologies or common content models must be established. For instance, FOAF [5], an acronym for “Friend of a Friend”, defines an ontology for establishing simple social networks and represents an open standard agents can rely upon. – Interaction Facilities. Decentralized recommender systems have primarily been subject to multi-agent research projects. In suchlike settings, environment models are agent-centric, enabling agents to directly communicate with their peers and thus making synchronous message exchange feasible. The Semantic Web, being an aggregation of distributed metadata, constitutes an inherently data-centric environment model. Messages are exchanged by publishing or updating documents encoded in RDF, OWL, or similar formats. Hence, the communication becomes restricted to asynchronous message exchange only. – Security and Credibility. Closed communities generally possess efficient means to control the users’identity and penalize malevolent behavior. Decentralized systems, among those peer-to-peer networks, open marketplaces and the Semantic Web, likewise, cannot prevent deception and insincerity. Spoofing and identity forging thus become facile to achieve [22]. Hence, some subjective means enabling each individual to decide which peers and content to rely upon are needed. – Computational Complexity and Scalability. Centralized systems allow for estimating and limiting the community size and may thus tailor their filtering systems to ensure scalability. Note that user similarity assessment, which is an integral part of collaborative filtering [6], implies some computation-intensive processes. The Semantic Web will once contain millions of machine-readable homepages. Computing similarity measures for all these “individuals” thus becomes infeasible. Consequently, scalability can only be ensured when restricting these computations to sufficiently narrow neighborhoods. Intelligent filtering mechanisms are needed, still ensuring reasonable recall, i.e., not sacrificing too many relevant, like-minded agents. – Low Profile Overlap. Interest profiles are generally represented by vectors indicating the user’s opinion for every product. In order to reduce dimensionality and ensure profile overlap, some centralized systems like Ringo [20] require users to rate small subsets of the overall product space. These mandatory assessments, provisional tools for creating overlap-ensuring profiles, imply additional efforts for prospective users. Other recommenders, among those GroupLens and MovieLens [14], operate in domains where product sets are comparatively small. On the Semantic Web, virtually no restrictions can be imposed on agents regarding which items to rate. Hence, new approaches to ensure profile overlap are needed in order to make profile similarity measures meaningful. 3 Proposed Approach Endeavors to ensure semantical interoperability through ontologies constitute the cornerstone of Semantic Web conception and have been subject to numerous research projects
80 C-N. Ziegler We do not concentrate our efforts on this aspect but suppose data compatibility from the outset. Our interest rather focuses on handling computational complexity, security, data-centric message passing, and profile vector overlap. Hereby, our approach build upon two fundamental notions, namely taxonomy-driven interest profile assembly and trust networks. The exploitation of synergies of both intrinsically separate concepts helps Is leverage recommender system facilities into the Semantic Web 3.1 Information Model The infrastructure of the Semantic Web defines interlinked XML-documents made up of machine-readable metadata. Our information model presented below well complies with its design goals and allows facile mapping into RDF, OWL, etc. Set of agents A=(a1, a2,..., an). Set A contains all agents part of the community Globally unique identifiers are assigned through URIs Set of products B=b1, b2, .. bm. All products considered are comprised in set B. Hereby, unique identifiers may refer to product descriptions from an online shop agreed upon, such as Amazon. com, or globally accepted codes, like IsBNs in case of books Set of partial trust functions T=t,, t2, .. tn. Every agent ai E A has one partial trust function t:: A+-1,+1 that assigns continuous trust values to its peers. Functions ti E A are partial since agents generally only rate small subsets of he overall community, hence rendering ti sparse: if tru ti(aj)=i, if no trust statement for a, from a (1) le define high values for ti(ai) to denote high trust from ai in aj, and negative values to express distrust, respectively. Values around zero indicate the absence of trust, not to be confused with explicit distrust [ll] Set of partial rating functions R=(r1, r2,..., Tn. In addition to functions t;∈T, every a∈ A has one partial function r;:B→[-1,+1] that expresses dislike of product bk E B. No person can rate every available product, so functions ri E B are necessarily partial P, if rates(ai, bk)=p ri(bk)=1, if no rating for b from a; Intuitively, high positive values for ri(bk ) denote that ai highly appreciates bk, while negative values express dislike, respectively Taxonomy C over set D=d1, d2,...,du. Set D contains categories for product classification. Each category de E Represents one specific topic that products bk E B may fall into. Topics express broad or narrow categories. The partial taxonomic order C: D-2 retrieves all immediate sub-categories C(de)C D for topics d∈D. Hereby, we require that C(d)nC(dn)= holds for all d,dh∈D,e≠h hence imposing tree-like structuring, similar to single-inheritance class hierarchies known from object-oriented languages. Leaf topics de are topics with zero outdegree, formally C(de)=L, i.e., most specific categories. Furthermore, taxonomy C has
80 C.-N. Ziegler We do not concentrate our efforts on this aspect but suppose data compatibility from the outset. Our interest rather focuses on handling computational complexity, security, data-centric message passing, and profile vector overlap. Hereby, our approach builds upon two fundamental notions, namely taxonomy-driven interest profile assembly and trust networks. The exploitation of synergies of both intrinsically separate concepts helps us leverage recommender system facilities into the Semantic Web. 3.1 Information Model The infrastructure of the Semantic Web defines interlinked XML-documents made up of machine-readable metadata. Our information model presented below well complies with its design goals and allows facile mapping into RDF, OWL, etc.: – Set of agents A = {a1, a2,...,an}. Set A contains all agents part of the community. Globally unique identifiers are assigned through URIs. – Set of products B = {b1, b2,...,bm}. All products considered are comprised in set B. Hereby, unique identifiers may refer to product descriptions from an online shop agreed upon, such as Amazon.com, or globally accepted codes, like ISBNs in case of books. – Set of partial trust functions T = {t1, t2,...,tn}. Every agent ai ∈ A has one partial trust function ti : A → [−1, +1]⊥ that assigns continuous trust values to its peers. Functions ti ∈ A are partial since agents generally only rate small subsets of the overall community, hence rendering ti sparse: ti(aj ) = p, if trust(ai, aj ) = p ⊥, if no trust statement for aj from ai (1) We define high values for ti(aj ) to denote high trust from ai in aj , and negative values to express distrust, respectively. Values around zero indicate the absence of trust, not to be confused with explicit distrust [11]. – Set of partial rating functions R = {r1, r2,...,rn}. In addition to functions ti ∈ T, every ai ∈ A has one partial function ri : B → [−1, +1]⊥ that expresses his liking or dislike of product bk ∈ B. No person can rate every available product, so functions ri ∈ B are necessarily partial. ri(bk) = p, if rates(ai, bk) = p ⊥, if no rating for bk from ai (2) Intuitively, high positive values for ri(bk) denote that ai highly appreciates bk, while negative values express dislike, respectively. – Taxonomy C over set D = {d1, d2,...,dl}. Set D contains categories for product classification. Each category de ∈ D represents one specific topic that products bk ∈ B may fall into. Topics express broad or narrow categories. The partial taxonomic order C : D → 2D retrieves all immediate sub-categories C(de) ⊆ D for topics de ∈ D. Hereby, we require that C(de)∩C(dh) = ∅ holds for all de, dh ∈ D, e = h, hence imposing tree-like structuring, similar to single-inheritance class hierarchies known from object-oriented languages. Leaf topics de are topics with zero outdegree, formally C(de) = ⊥, i.e., most specific categories. Furthermore, taxonomy C has
Semantic Web Recommender Systems 81 exactly one top element T, which represents the most general topic and has zero Descriptor assignment function f: B-2. Function f assigns a set Dk C D of product topics to every product bk E B. Note that products may possess everal descriptors, for classification into one single category generally entails loss of precision. We suppose all information about agents ai, their trust relationships ti and ratings ri stored in machine-readable homepages distributed throughout the Web. Contrarily, taxonomy C, set B of products and descriptor assignment function f must hold globally and therefore offer public accessibility. Central maintenance of this information hence becomes inevitable. Later on. we will demonstrate that such sources of information for product categorization already exist for certain application domains 3.2 Trust-Based Neighborhood Formation The computation of trust-based neighborhoods constitutes one pivotal pillar of our ap proach. Clearly, neighborhoods are subjective, reflecting every agent a' s very beliefs about the accorded trustworthiness of immediate peers. The incorporation of trust-based social networks basically addresses two of the above-stated issues, namely security and credibility of information provided, and computational complexity Maintaining Security and Credibility. Trust renders automatic recommendation gen eration for ai secure, making ai rely upon opinions from peers deemed trustworthy only Note that in general, collaborative filtering tends to be highly susceptive to manipula- tion. For instance, malicious agents a, can accomplish high similarity with ai simply by copying its rating profile [16] Dealing with application scenarios subject to central control and monitoring, attacks on recommender systems only pose minor concerns. Contrarily, on the Semantic Web, where, according to Tim Berners-Lee, anyone can say anything about anything", attack- resistance and robustness may become an important criterion for recommender systems Hence, as Marsh [11] already indicated, trust makes agents"less vulnerable to others Computational Complexity Reduction. However, for our scenario, trust also serves another purpose, namely that of detecting similar peers. Neighborhood formation based upon common collaborative filtering techniques requires O(A2)time complexity and thus lacks scalability for decentralized scenarios. Contrarily, trust-driven neighborhood formation schemes actually do scale well. However, substituting common neighborhood formation approaches only makes sense when ensuring that trust also reflects similarity to a certain extent: Recent studies by Swearingen and Sinha [21 provided empirical evidence that people tend to rely upon recommendations received from trusted fellows, i.e., friends, family members etc, more than upon online recommender systems. Moreover, own research endeavors [22] revealed that trust and interest similarity tend to positively correlate, justifying trust as an appropriate supplement or surrogate for collaborative filtering Results from social psychology back our findings, since positive association between
Semantic Web Recommender Systems 81 exactly one top element , which represents the most general topic and has zero indegree. – Descriptor assignment function f : B → 2D. Function f assigns a set Dk ⊆ D of product topics to every product bk ∈ B. Note that products may possess several descriptors, for classification into one single category generally entails loss of precision. We suppose all information about agents ai, their trust relationships ti and ratings ri stored in machine-readable homepages distributed throughout the Web. Contrarily, taxonomy C, set B of products and descriptor assignment function f must hold globally and therefore offer public accessibility. Central maintenance of this information hence becomes inevitable. Later on, we will demonstrate that such sources of information for product categorization already exist for certain application domains. 3.2 Trust-Based Neighborhood Formation The computation of trust-based neighborhoods constitutes one pivotal pillar of our approach. Clearly, neighborhoods are subjective, reflecting every agent a is very beliefs about the accorded trustworthiness of immediate peers. The incorporation of trust-based social networks basically addresses two of the above-stated issues, namely security and credibility of information provided, and computational complexity: Maintaining Security and Credibility. Trust renders automatic recommendation generation for ai secure, making ai rely upon opinions from peers deemed trustworthy only. Note that in general, collaborative filtering tends to be highly susceptive to manipulation. For instance, malicious agents aj can accomplish high similarity with ai simply by copying its rating profile [16]. Dealing with application scenarios subject to central control and monitoring, attacks on recommender systems only pose minor concerns. Contrarily, on the Semantic Web, where, according to Tim Berners-Lee, “anyone can say anything about anything”, attackresistance and robustness may become an important criterion for recommender systems. Hence, as Marsh [11] already indicated, trust makes agents “less vulnerable to others”. Computational Complexity Reduction. However, for our scenario, trust also serves another purpose, namely that of detecting similar peers. Neighborhood formation based upon common collaborative filtering techniques requires O(|A| 2) time complexity and thus lacks scalability for decentralized scenarios. Contrarily, trust-driven neighborhood formation schemes actually do scale well. However, substituting common neighborhood formation approaches only makes sense when ensuring that trust also reflects similarity to a certain extent: Recent studies by Swearingen and Sinha [21] provided empirical evidence that people tend to rely upon recommendations received from trusted fellows, i.e., friends, family members etc., more than upon online recommender systems. Moreover, own research endeavors [22] revealed that trust and interest similarity tend to positively correlate, justifying trust as an appropriate supplement or surrogate for collaborative filtering. Results from social psychology back our findings, since positive association between
C -N. Ziegler Fig 1. All Consuming's largest trust network cluster attitudinal similarity and interpersonal attraction has effectively become one of this discipline's most reliable findings 3] Massa[12] conducted experiments on top of the well-known Epinions rating com- munity(http://www.epinions.com),revealingthatsimilaritycomputationbasedupon common collaborative filtering approaches fails when supposing very large product sets, hence making neighborhood formation impossible. Operating on the same data, Massa found that"trust-aware techniques can produce trust scores for very high numbers of peers". Neighborhood formation thus becomes more facile to achieve. Figure 1 shows the largest cluster of the All Consuming community trust network, sualized with layouting tools we implemented for that purpose. Note that approximately 95% of all members are part of the latter cluster, isolating comparatively few peers and levelling the ground for effective neighborhood formation Trust Propagation Models. Trust-based neighborhood detection for ai, using those " trust-aware techniques"mentioned by Massa, implies deriving trust values for peers aj not directly trusted by ai, but one of the persons the latter agent trusts directly or indirectly. Note that functions ti(ai)are commonly sparse, providing values for only few aj compared to As overall community size. Hence, trust metrics exploit the"conditional transitivity"property of trust [1] and allow for rendering trust functions dense Numerous scalar metrics [4, 10] have been proposed for computing trust betwee wo given individuals a; and ai We hereby denote computed trust weights by tf(ai)as pposed to explicit trust ti (ai). However, our approach requires metrics that compute nearest trust neighbors, and not evaluate trust values for any two given agents. We hence opt for local group trust metrics[23], which have only been attracting marginal interest until now. The most important and most well-known local group trust metric is Levien's
82 C.-N. Ziegler http://adplusplus.blogspot.com/ http://www.mockerybird.com/ http://aektuesday.blogspot.com/ http://amnesia.beautiful-placebo.org/ http://beautiful-placebo.org/ http://amnesia.vacantsea.net/ http://www.paintedeyes.org/ http://anewexperiment.blogspot.com/ http://www.robot-trouble.com/kustard/ http://angelleopard83.blogspot.com/ http://oook.blogsite.org/ http://www.caterina.net/ http://ape10.blogspot.com/ http://astridiana.blogspot.com/ http://ana.typepad.com/views_of_the_northeast/ http://dean2004.blogspot.com/ http://vicsjournal.blogspot.com/ http://www.bigfatblog.com/ http://www.blogstudio.com/RebeccasRamblings/ http://www.carvegirl.com/blog/ http://www.feministe.us/blog/ http://www.happyvalleyasylum.com/ratched/ http://www.jenniferb.com/daily/ http://www.redpolka.org/ http://www.redpolka.org/blog/ http://www.veronicas.org/blog/ http://www.wehavebrains.com/ http://bakedfresh.blogspot.com/ http://www.ultratart.com/ http://blackbox.cs.fit.edu/blog/andy/ 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All Consuming’s largest trust network cluster attitudinal similarity and interpersonal attraction has effectively become one of this discipline’s most reliable findings [3]. Massa [12] conducted experiments on top of the well-known Epinions rating community (http://www.epinions.com), revealing that similarity computation based upon common collaborative filtering approaches fails when supposing very large product sets, hence making neighborhood formation impossible. Operating on the same data, Massa found that “trust-aware techniques can produce trust scores for very high numbers of peers”. Neighborhood formation thus becomes more facile to achieve. Figure 1 shows the largest cluster of theAll Consuming community trust network, visualized with layouting tools we implemented for that purpose. Note that approximately 95% of all members are part of the latter cluster, isolating comparatively few peers and levelling the ground for effective neighborhood formation. Trust Propagation Models. Trust-based neighborhood detection for ai, using those “trust-aware techniques” mentioned by Massa, implies deriving trust values for peers aj not directly trusted by ai, but one of the persons the latter agent trusts directly or indirectly. Note that functionsti(aj ) are commonly sparse, providing values for only few aj compared to A’s overall community size. Hence, trust metrics exploit the “conditional transitivity” property of trust [1] and allow for rendering trust functions dense. Numerous scalar metrics [4, 10] have been proposed for computing trust between two given individuals ai and aj . We hereby denote computed trust weights by t c i (aj ) as opposed to explicit trust ti(aj ). However, our approach requires metrics that compute nearest trust neighbors, and not evaluate trust values for any two given agents. We hence opt for local group trust metrics [23], which have only been attracting marginal interest until now. The most important and most well-known local group trust metric is Levien’s