Navigability of Decentralized Information Networks
Navigability of Decentralized Information Networks
Disciplines
Other Social Sciences (20%); Computer Sciences (80%)
Keywords
-
Navigation,
Networks,
Information Networks,
Decentralized Networks,
Navigation Structures,
Navigation Services
In the early days of Hypertext and the World Wide Web, navigational support for information structures has mostly been designed by small numbers of hypertext engineers, taxonomists or system engineers. The information structures that make up the fabric of today`s World Wide Web however are usually the result of the interactions between a large number of users who dynamically construct these structures through some strong or weak forms of collaboration. As a result, the topological structure and navigability of decentralized information structures such as Wikis, social tagging systems or recommendation systems today is usually unknown, navigational support for users is rudimentary at best, and tools and techniques for shaping navigability are mostly missing. While search has made significant progress over the last two decades, navigability of such systems is a pressing practical and an open research problem. The overall vision of this project is to study factors that shape the navigability of decentralized information networks and to equip their user interfaces with automatic and effective navigational aids that augment users in exploratory tasks. The objectives of this project are the following: (i) To study factors that shape navigability, we will model navigational behavior of users in decentralized information networks by adapting cognitive and network-theoretic theories such as information foraging, decentralized search and others. (ii) To simulate navigation, we will build on and expand a rudimentary network-theoretic simulation framework developed by our group that has been proven useful in preliminary studies. (iii) To verify and validate this framework, we will do simulations and perform human subject studies that will reveal useful parameters and contribute to theory development (through e.g. click-data studies). (iv) To devise automatic and effective navigational aids for large decentralized information networks, we will run simulation experiments of different navigation paradigms and approaches (such as hierarchies, facets, breadcrumbs, recommenders, etc) that will reveal their effectiveness from a network-theoretic perspective. (v) To validate practical effectiveness of these navigational aids, we will integrate these aids into user interfaces of real-world decentralized information networks and do studies of a range of navigational tasks involving human subjects. The results of this project will increase our understanding about the conditions under which navigability emerges in information networks, and about the ways in which navigability of information networks can be shaped through automated interventions.
The goal of this project was to study navigability of large decentralized Web-based information networks such as Wikipedia or recommender systems. In other words, we were interested in detecting how difficult is to find relevant information by browsing and navigating such systems. The navigability of information networks is a complex property that depends on many factors such as the connectivity of the network, the existence of shortcuts which connect thematically distant parts of the network, the strategies that users adopt when navigating the networks, as well as design decisions that system operators make in their systems. In our project we were firstly able to gain new insights in how users navigate on the Web. This enabled us to develop a unified approach for formalizing various aspects of this behaviour in the form of mathematical constructs such as transition matrices. This, in turn allowed us to study the interplay between user navigational behaviour and the structure of the information networks that they navigate. With this approach we are able to, for example, indentify potential problems in information networks which could lead to poor support of users when they browse a given system. Moreover, with our approach we can analyze the consequences of possible modifications that system operators may adopt to remedy the problems in their systems. The application of the methods developed in this project aim at the discovery of ways how to better support humans in their navigation on the Web by automatic modification of the underlying networks.
- Technische Universität Graz - 100%
Research Output
- 246 Citations
- 23 Publications
-
2016
Title Creation of Navigation Hierarchies for Information Networks by Applying Genetic Algorithms. Type Conference Proceeding Abstract Author Helic D Et Al Conference 12th International Conference on Web Information Systems and Technologies, WEBIST -
2016
Title Evaluating and Improving Navigability of Wikipedia DOI 10.1145/2957792.2957813 Type Conference Proceeding Abstract Author Lamprecht D Pages 1-10 Link Publication -
2016
Title A Method for Evaluating the Navigability of Recommendation Algorithms DOI 10.1007/978-3-319-50901-3_20 Type Book Chapter Author Lamprecht D Publisher Springer Nature Pages 247-259 -
2016
Title How the structure of Wikipedia articles influences user navigation DOI 10.1080/13614568.2016.1179798 Type Journal Article Author Lamprecht D Journal New Review of Hypermedia and Multimedia Pages 29-50 Link Publication -
2016
Title The influence of social status and network structure on consensus building in collaboration networks DOI 10.1007/s13278-016-0389-y Type Journal Article Author Hasani-Mavriqi I Journal Social Network Analysis and Mining Pages 80 Link Publication -
2015
Title The Role of Structural Information for Designing Navigational User Interfaces DOI 10.1145/2700171.2791025 Type Conference Proceeding Abstract Author Dimitrov D Pages 59-68 Link Publication -
2015
Title Improving recommender system navigability through diversification DOI 10.1145/2809563.2809603 Type Conference Proceeding Abstract Author Lamprecht D Pages 1-8 Link Publication -
2015
Title Improving Reachability and Navigability in Recommender Systems DOI 10.48550/arxiv.1507.08120 Type Preprint Author Lamprecht D -
2015
Title Using ontologies to model human navigation behavior in information networks: A study based on Wikipedia DOI 10.3233/sw-140143 Type Journal Article Author Lamprecht D Journal Semantic Web Pages 403-422 Link Publication -
2015
Title Activity Dynamics in Collaboration Networks DOI 10.48550/arxiv.1505.01634 Type Preprint Author Walk S -
2017
Title A method for evaluating discoverability and navigability of recommendation algorithms DOI 10.1186/s40649-017-0045-3 Type Journal Article Author Lamprecht D Journal Computational Social Networks Pages 9 Link Publication -
2016
Title Steering the Random Surfer on Directed Webgraphs DOI 10.1109/wi.2016.0047 Type Conference Proceeding Abstract Author Geigl F Pages 280-287 -
2014
Title Detecting Memory and Structure in Human Navigation Patterns Using Markov Chain Models of Varying Order DOI 10.1371/journal.pone.0102070 Type Journal Article Author Singer P Journal PLoS ONE Link Publication -
2014
Title The Role of Homophily and Popularity in Informed Decentralized Search. Type Conference Proceeding Abstract Author Geigl F Conference Proceedings of the 2nd International Workshop on Dynamic Networks and Knowledge Discovery, co-located with the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD 2014), DyNaK 2014 -
2014
Title Regular Equivalence in Informed Network Search DOI 10.1109/mipro.2014.6859731 Type Conference Proceeding Abstract Author Helic D Pages 1088-1093 -
2016
Title Assessing the Navigational Effects of Click Biases and Link Insertion on the Web DOI 10.1145/2914586.2914594 Type Conference Proceeding Abstract Author Geigl F Pages 37-47 Link Publication -
2016
Title Activity Dynamics in Collaboration Networks DOI 10.1145/2873060 Type Journal Article Author Walk S Journal ACM Transactions on the Web (TWEB) Pages 1-32 Link Publication -
2013
Title Navigational evaluation of breadth first search spanning trees. Type Conference Proceeding Abstract Author Helic D Conference Information and Communication Technology Electronics and Microelectronics (MIPRO) (2013), International Convention on Information and Communication Technology, Electronics and Microelectronics, 2013 -
2013
Title Models of human navigation in information networks based on decentralized search DOI 10.1145/2481492.2481502 Type Conference Proceeding Abstract Author Helic D Pages 89-98 Link Publication -
2015
Title Random surfers on a web encyclopedia DOI 10.1145/2809563.2809598 Type Conference Proceeding Abstract Author Geigl F Pages 1-8 Link Publication -
2015
Title The Influence of Social Status on Consensus Building in Collaboration Networks DOI 10.1145/2808797.2808887 Type Conference Proceeding Abstract Author Hasani-Mavriqi I Pages 162-169 -
2015
Title Quo vadis? On the effects of Wikipedia?s policies on navigation. Type Conference Proceeding Abstract Author Lamprecht D Conference Wikipedia, a Social Pedia: Research Challenges and Opportunities, co-located with the 9th The International AAAI Conference on Web and Social Media (ICWSM) -
0
DOI 10.1145/2809563 Type Other