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Pinar Karagöz
Pinar Karagoz – Pinar Senkul
Person information

- affiliation: Middle East Technical University
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2020 – today
- 2023
- [j39]Deniz Canturk
, Pinar Karagoz
, Sang-Wook Kim
, Ismail Hakki Toroslu
:
Trust-aware location recommendation in location-based social networks: A graph-based approach. Expert Syst. Appl. 213(Part): 119048 (2023) - 2022
- [j38]Murat Yukselen
, Alev Mutlu, Pinar Karagoz
:
Predicting the Trending Research Topics by Deep Neural Network Based Content Analysis. IEEE Access 10: 90887-90902 (2022) - [j37]Riza Aktunc
, Pinar Karagoz
, Ismail Hakki Toroslu
:
Event Detection via Tracking the Change in Community Structure and Communication Trends. IEEE Access 10: 109712-109728 (2022) - [j36]Eren Esgin
, Pinar Karagoz
:
Extracting process hierarchies by multi-sequence alignment adaptations. Enterp. Inf. Syst. 16(10-11): 1617-1652 (2022) - [j35]Yusuf Mücahit Çetinkaya
, Mesut Gürlek, Ismail Hakki Toroslu
, Pinar Karagöz:
Twitter account classification using account metadata: organizationvs. individual. Turkish J. Electr. Eng. Comput. Sci. 30(4): 1404-1418 (2022) - [j34]Recep Firat Cekinel
, Pinar Karagoz
:
Event prediction from news text using subgraph embedding and graph sequence mining. World Wide Web 25(6): 2403-2428 (2022) - [c108]Recep Firat Cekinel
, Pinar Karagoz
:
Text-Based Causal Inference on Irony and Sarcasm Detection. DaWaK 2022: 31-45 - [c107]Huseyin Alper Teoman, Pinar Karagoz:
Group oriented trust-aware location recommendation for location-based social networks. SAC 2022: 1779-1788 - 2021
- [j33]Deniz Canturk
, Pinar Karagoz
:
SgWalk: Location Recommendation by User Subgraph-Based Graph Embedding. IEEE Access 9: 134858-134873 (2021) - [j32]Gulsah Altinok, Pinar Karagoz
, Inci Batmaz
:
Learning to rank by using multivariate adaptive regression splines and conic multivariate adaptive regression splines. Comput. Intell. 37(1): 371-408 (2021) - [j31]Gokalp Mavis, Ismail Hakki Toroslu
, Pinar Karagoz
:
Personality Analysis Using Classification on Turkish Tweets. Int. J. Cogn. Informatics Nat. Intell. 15(4): 1-18 (2021) - [j30]Asli Umay Öztürk, Yesim Cemek, Pinar Karagoz
:
IronyTR: Irony Detection in Turkish Informal Texts. Int. J. Intell. Inf. Technol. 17(4): 1-18 (2021) - [j29]Gözde Boztepe Karatas
, Pinar Karagoz
, Orhan Ayran:
Trajectory pattern extraction and anomaly detection for maritime vessels. Internet Things 16: 100436 (2021) - [c106]Ege Berk Buyukbas
, Adnan Harun Dogan, Asli Umay Öztürk, Pinar Karagoz:
Explainability in Irony Detection. DaWaK 2021: 152-157 - [c105]Mehmet Utku Demirci, Pinar Karagoz:
Trust Modeling in Recommendation: Explicit and Implicit Trust Model Compatibility and Explicit Trust Prediction. MEDES 2021: 8-14 - [c104]Göktuü Ekinci, Ege Kardes, Hazal Güvenkaya, Pinar Karagöz:
Investigating the preprocessing methods in ECG analysis. SIU 2021: 1-4 - 2020
- [j28]Fazilet Özer, Ismail Hakki Toroslu
, Pinar Karagoz
:
Comparison of Integer Linear Programming and Dynamic Programming Approaches for ATM Cash Replenishment Optimization Problem. Int. J. Appl. Metaheuristic Comput. 11(3): 120-132 (2020) - [j27]Atakan Simsek
, Pinar Karagoz
:
Wikipedia enriched advertisement recommendation for microblogs by using sentiment enhanced user profiles. J. Intell. Inf. Syst. 54(2): 245-269 (2020) - [c103]Yuksel Pelin Kilic, Duygu Dinc, Pinar Karagoz:
Named Entity Recognition on Morphologically Rich Language: Exploring the Performance of BERT with varying Training Levels. IEEE BigData 2020: 4613-4619 - [c102]Ozan Kose, Pinar Karagoz, Gokce E. Phillips:
Towards a Crypto Asset Taxonomy: A Text Classification-based Approach. MEDES 2020: 18-25 - [c101]Gözde Boztepe Karatas, Pinar Karagoz, Orhan Ayran:
Trajectory Prediction for Maritime Vessels Using AIS Data. MEDES 2020: 48-54 - [c100]Yesim Cemek, Cenk Cidecio, Asli Umay Öztürk, Recep Firat Çekinel
, Pinar Karagöz:
Investigating the Neural Models for Irony Detection on Turkish Informal Texts. SIU 2020: 1-4
2010 – 2019
- 2019
- [j26]Mehmet Baris Özkan
, Pinar Karagoz
:
Data Mining-Based Upscaling Approach for Regional Wind Power Forecasting: Regional Statistical Hybrid Wind Power Forecast Technique (RegionalSHWIP). IEEE Access 7: 171790-171800 (2019) - [j25]Pinar Karagoz
, Batuhan Kama, Murat Ozturk, Ismail Hakki Toroslu
, Deniz Canturk:
A framework for aspect based sentiment analysis on turkish informal texts. J. Intell. Inf. Syst. 53(3): 431-451 (2019) - [c99]Esen Tutaysalgir, Pinar Karagoz
, Ismail H. Toroslu
:
Clustering based personality prediction on turkish tweets. ASONAM 2019: 825-828 - [c98]Orhun Bugra Baran, Saim Sunel, Pinar Karagoz
, Ismail Hakki Toroslu
:
ATM Withdrawal Amount Forecasting Through Neural Architectures. IEEE BigData 2019: 2134-2143 - [c97]Engin Maden, Pinar Karagoz:
A Hybrid Sliding Window Based Method for Stream Classification. IC3K 2019: 94-107 - [c96]Engin Maden, Pinar Karagoz
:
Enhancements for Sliding Window based Stream Classification. KDIR 2019: 181-189 - [c95]Mert Erdemir, Furkan Göz, Alev Mutlu, Pinar Karagoz
:
Comparison of Querying Performance of Neo4j on Graph and Hyper-graph Data Model. KDIR 2019: 397-404 - [c94]Eren Esgin, Pinar Karagoz
:
Process Profiling based Synthetic Event Log Generation. KDIR 2019: 516-524 - [c93]Ozlem Ceren Sahin, Pinar Karagoz
, Nesime Tatbul:
Streaming Event Detection in Microblogs: Balancing Accuracy and Performance. ICWE 2019: 123-138 - [c92]Recep Firat Cekinel
, Mustafa Agriman, Pinar Karagöz
, Burcu Yilmaz:
Named Entity Recognition with Conditional Random Fields on Turkish News Dataset: Revisiting the Features. SIU 2019: 1-4 - [c91]Atakan Simsek, Pinar Karagoz
:
Diversification in Wikipedia Enriched Advertisement Recommendation for Microblogs. WIMS 2019: 3:1-3:6 - [c90]Murat Yukselen, Alev Mutlu, Pinar Karagoz
:
Infuencee Oriented Topic Prediction: Investigating the Effect of Influence on the Author. WIMS 2019: 14:1-14:9 - [i2]Fatih Kurt, Kezban Dilek Kisa, Pinar Karagoz:
Investigating the Effect of Segmentation Methods on Neural Model based Sentiment Analysis on Informal Short Texts in Turkish. CoRR abs/1902.06635 (2019) - 2018
- [j24]Kezban Dilek Onal, Ye Zhang, Ismail Sengor Altingovde
, Md. Mustafizur Rahman, Pinar Karagoz
, Alex Braylan, Brandon Dang, Heng-Lu Chang, Henna Kim, Quinten McNamara, Aaron Angert, Edward Banner, Vivek Khetan, Tyler McDonnell, An Thanh Nguyen, Dan Xu, Byron C. Wallace, Maarten de Rijke
, Matthew Lease:
Neural information retrieval: at the end of the early years. Inf. Retr. J. 21(2-3): 111-182 (2018) - [c89]Riza Aktunc, Ismail Hakki Toroslu
, Pinar Karagoz
:
Event Detection by Change Tracking on Community Structure of Temporal Networks. ASONAM 2018: 928-931 - [c88]Fazilet Özer, Ismail Hakki Toroslu
, Pinar Karagoz
, Ferhat Yucel:
Dynamic Programming Solution to ATM Cash Replenishment Optimization Problem. ICO 2018: 428-437 - [c87]A. Dundar Unsal, Hediye Tuydes-Yaman, Pinar Karagoz
:
Traffic Event Related Blog Post Classification by Using Traffic Related Named Entities. ISC2 2018: 1-8 - [c86]Frederick Ayala-Gómez
, Baris Kenis, Pinar Karagoz
, András Benczúr:
Top-k Context-Aware Tour Recommendations for Groups. MICAI (2) 2018: 176-193 - [c85]Yusuf Arslan, Aybike Simsek Dilbaz, Seyda Ertekin, Pinar Karagoz
, Aysenur Birturk
, Sinan Eren, Dilek Küçük
:
Short-Term Electricity Consumption Forecast Using Datasets of Various Granularities. DARE@PKDD/ECML 2018: 116-126 - [c84]Ali Mert Ertugrul, Pinar Karagoz
:
Movie Genre Classification from Plot Summaries Using Bidirectional LSTM. ICSC 2018: 248-251 - 2017
- [j23]Ozer Ozdikis, Halit Oguztüzün
, Pinar Karagoz
:
A survey on location estimation techniques for events detected in Twitter. Knowl. Inf. Syst. 52(2): 291-339 (2017) - [j22]Merve Mitik, Ozan Korkmaz, Pinar Karagoz, Ismail Hakki Toroslu
, Ferhat Yucel:
Data Mining Approach for Direct Marketing of Banking Products with Profit/Cost Analysis. Rev. Socionetwork Strateg. 11(1): 17-31 (2017) - [j21]Ozer Ozdikis, Pinar Karagoz
, Halit Oguztüzün
:
Incremental clustering with vector expansion for online event detection in microblogs. Soc. Netw. Anal. Min. 7(1): 56:1-56:17 (2017) - [c83]Inci Batmaz, Pinar Karagoz
, Gulsah Serdar:
A comparative study on learning to rank with computational methods. IEEE BigData 2017: 1898-1906 - [c82]Ali Mert Ertugrul, Burak Velioglu, Pinar Karagoz
:
Word Embedding Based Event Detection on Social Media. HAIS 2017: 3-14 - [c81]Batuhan Kama, Murat Ozturk, Pinar Karagoz
, Ismail Hakki Toroslu
, Murat Kalender:
Analyzing Implicit Aspects and Aspect Dependent Sentiment Polarity for Aspect-based Sentiment Analysis on Informal Turkish Texts. MEDES 2017: 134-141 - [c80]Mehmet Baris Özkan, Umut Guvengir, Dilek Küçük
, Ali Unver Secen, Serkan Buhan, Turan Demirci, Abdullah Bestil, Ceyda Er Koksoy, Pinar Karagoz
:
Probabilistic Wind Power Forecasting by Using Quantile Regression Analysis. DARE@PKDD/ECML 2017: 72-82 - [c79]Hande Taslioglu, Pinar Karagoz
:
Irony detection on microposts with limited set of features. SAC 2017: 1076-1081 - [c78]Talha Yilmaz, Pinar Karagoz
, Yusuf Kavurucu:
Exploring what makes it a POI. SmartWorld/SCALCOM/UIC/ATC/CBDCom/IOP/SCI 2017: 1-6 - 2016
- [j20]Mert Ozer
, Ilkcan Keles
, Ismail Hakki Toroslu, Pinar Karagoz
, Hasan Davulcu:
Predicting the Location and Time of Mobile Phone Users by Using Sequential Pattern Mining Techniques. Comput. J. 59(6): 908-922 (2016) - [j19]Ozer Ozdikis, Halit Oguztüzün
, Pinar Karagoz
:
Evidential estimation of event locations in microblogs using the Dempster-Shafer theory. Inf. Process. Manag. 52(6): 1227-1246 (2016) - [j18]Alev Mutlu, Pinar Karagoz
:
Policy-based memoization for ILP-based concept discovery systems. J. Intell. Inf. Syst. 46(1): 99-120 (2016) - [j17]Erman Sen, Ismail Hakki Toroslu
, Pinar Karagoz
:
Improving the prediction of page access by using semantically enhanced clustering. J. Intell. Inf. Syst. 47(1): 165-192 (2016) - [j16]Oznur Kirmemis Alkan, Pinar Karagoz
:
WaPUPS: Web access pattern extraction under user-defined pattern scoring. J. Inf. Sci. 42(2): 261-273 (2016) - [j15]Hakan Bagci, Pinar Karagoz
:
Context-aware location recommendation by using a random walk-based approach. Knowl. Inf. Syst. 47(2): 241-260 (2016) - [c77]Batuhan Kama, Murat Ozturk, Pinar Karagoz
, Ismail Hakki Toroslu
, Ozcan Ozay:
A Web Search Enhanced Feature Extraction Method for Aspect-Based Sentiment Analysis for Turkish Informal Texts. DaWaK 2016: 225-238 - [c76]Obrahim Oleri, Pinar Karagoz
:
Detecting User Emotions in Twitter through Collective Classification. KDIR 2016: 205-212 - [c75]Oznur Kirmemis Alkan, Pinar Karagoz
:
CRoM and HuspExt: Improving efficiency of high utility sequential pattern extraction. ICDE 2016: 1472-1473 - [c74]Merve Mitik, Ozan Korkmaz, Pinar Karagoz
, Ismail Hakki Toroslu, Ferhat Yucel:
Data Mining Based Product Marketing Technique for Banking Products. ICDM Workshops 2016: 552-559 - [c73]Abdullah Dogan
, Alev Mutlu, Pinar Karagoz
:
Cosine Similarity-Based Pruning for Concept Discovery. ISCIS 2016: 90-96 - [c72]Shakiba Rahimiaghdam, Pinar Karagoz
, Alev Mutlu:
Personalized time-aware outdoor activity recommendation system. SAC 2016: 1121-1126 - [c71]Hakan Bagci, Pinar Karagoz:
Context-Aware Friend Recommendation for Location Based Social Networks using Random Walk. WWW (Companion Volume) 2016: 531-536 - [i1]Kezban Dilek Onal, Ismail Sengor Altingovde, Pinar Karagoz, Maarten de Rijke:
Getting Started with Neural Models for Semantic Matching in Web Search. CoRR abs/1611.03305 (2016) - 2015
- [j14]Masoud Sattari, Ismail Hakki Toroslu
, Pinar Karagoz
, Panagiotis Symeonidis
, Yannis Manolopoulos:
Extended feature combination model for recommendations in location-based mobile services. Knowl. Inf. Syst. 44(3): 629-661 (2015) - [j13]Mehmet Baris Özkan, Pinar Karagoz
:
A Novel Wind Power Forecast Model: Statistical Hybrid Wind Power Forecast Technique (SHWIP). IEEE Trans. Ind. Informatics 11(2): 375-387 (2015) - [j12]Oznur Kirmemis Alkan, Pinar Karagoz
:
CRoM and HuspExt: Improving Efficiency of High Utility Sequential Pattern Extraction. IEEE Trans. Knowl. Data Eng. 27(10): 2645-2657 (2015) - [c70]Kezban Dilek Onal, Ismail Sengor Altingovde
, Pinar Karagoz
:
Utilizing Word Embeddings for Result Diversification in Tweet Search. AIRS 2015: 366-378 - [c69]Nazmiye Ceren Abay, Alev Mutlu, Pinar Karagoz
:
A Graph-Based Concept Discovery Method for n-Ary Relations. DaWaK 2015: 391-402 - [c68]Hakan Bagci, Pinar Karagoz
:
Random walk based context-aware activity recommendation for location based social networks. DSAA 2015: 1-9 - [c67]Meryem Sagcan, Pinar Karagoz
:
Toponym Recognition in Social Media for Estimating the Location of Events. ICDM Workshops 2015: 33-39 - [c66]Ceyda Er Koksoy, Mehmet Baris Özkan, Serkan Buhan, Turan Demirci, Yusuf Arslan, Aysenur Birturk
, Pinar Karagoz
:
Improved Wind Power Forecasting Using Combination Methods. ICMLA 2015: 1142-1147 - [c65]Eren Esgin, Pinar Karagoz
:
Dynamic Scoring-Based Sequence Alignment for Process Diagnostics. IEA/AIE 2015: 742-752 - [c64]Nazmiye Ceren Abay, Alev Mutlu, Pinar Karagoz
:
A path-finding based method for concept discovery in graphs. IISA 2015: 1-6 - [c63]Deniz Karatay, Pinar Karagoz:
User Interest Modeling in Twitter with Named Entity Recognition. #MSM 2015: 17-20 - [c62]Kezban Dilek Kisa, Pinar Karagoz:
Named Entity Recognition from Scratch on Social Media. MUSE@PKDD/ECML 2015: 2-17 - [c61]Ceyda Er Koksoy, Mehmet Baris Özkan, Dilek Küçük
, Abdullah Bestil, Sena Sonmez, Serkan Buhan, Turan Demirci, Pinar Karagoz
, Aysenur Birturk
:
Performance Analysis of Data Mining Techniques for Improving the Accuracy of Wind Power Forecast Combination. DARE 2015: 44-55 - [c60]Onur Yilmaz, Pinar Karagoz:
Generating Performance Improvement Suggestions by using Cross-Organizational Process Mining. SIMPDA 2015: 3-17 - 2014
- [j11]Alev Mutlu, Pinar Senkul
:
Improving Hit Ratio of ILP-based Concept Discovery System with Memoization. Comput. J. 57(1): 138-153 (2014) - [j10]A. Gural Vural, Berkant Barla Cambazoglu, Pinar Karagoz
:
Sentiment-Focused Web Crawling. ACM Trans. Web 8(4): 22:1-22:21 (2014) - [c59]Atakan Simsek, Pinar Karagoz
:
Sentiment Enhanced Hybrid TF-IDF for Microblogs. BDCloud 2014: 311-317 - [c58]Mert Ozer
, Ilkcan Keles
, Ismail Hakki Toroslu
, Pinar Karagoz
, Salih Ergüt:
Predicting the next location change and time of change for mobile phone users. MobiGIS 2014: 51-59 - [c57]Alper Gün, Pinar Karagoz
:
A Hybrid Approach for Credibility Detection in Twitter. HAIS 2014: 515-526 - [c56]A. Erdinc Yilmaz, Pinar Karagoz
:
Improved Genetic Algorithm Based Approach for QoS Aware Web Service Composition. ICWS 2014: 463-470 - [c55]Pinar Alper, Khalid Belhajjame, Carole A. Goble, Pinar Karagoz
:
LabelFlow: Exploiting Workflow Provenance to Surface Scientific Data Provenance. IPAW 2014: 84-96 - [c54]Alev Mutlu, Abdullah Dogan, Pinar Karagoz:
Utilizing Coverage Lists as a Pruning Mechanism for Concept Discovery. ISCIS 2014: 269-276 - [c53]Ilkcan Keles
, Mert Ozer, Ismail Hakki Toroslu, Pinar Karagoz
:
Location Prediction of Mobile Phone Users Using Apriori-Based Sequence Mining with Multiple Support Thresholds. NFMCP 2014: 179-193 - [c52]Kezban Dilek Onal, Pinar Karagoz
, Ruket Çakici:
Toponym recognition on Turkish tweets. SIU 2014: 1758-1761 - [c51]Pinar Karagoz
, Selma Utku:
Testing Discovered Web Services Automatically. WEBIST (1) 2014: 160-167 - [c50]Kezban Dilek Onal, Pinar Karagoz
:
Extracting Multi-item Sequential Patterns by Wap-tree Based Approach. WEBIST (2) 2014: 215-222 - [c49]Kezban Dilek Onal, Pinar Karagoz
:
Improving Efficiency of Sequence Mining by Combining First Occurrence Forest (FOF) Strategy and Sibling Principle. WIMS 2014: 24:1-24:9 - 2013
- [c48]Pinar Alper, Khalid Belhajjame, Carole A. Goble
, Pinar Karagoz
:
Small Is Beautiful: Summarizing Scientific Workflows Using Semantic Annotations. BigData Congress 2013: 318-325 - [c47]Mehmet Baris Özkan, Dilek Küçük
, Erman Terciyanli, Serkan Buhan, Turan Demirci, Pinar Karagoz
:
A Data Mining-Based Wind Power Forecasting Method: Results for Wind Power Plants in Turkey. DaWaK 2013: 268-276 - [c46]Alev Mutlu, Pinar Karagoz
:
A Hybrid Graph-Based Method for Concept Rule Discovery. DaWaK 2013: 327-338 - [c45]Pinar Alper, Khalid Belhajjame, Carole A. Goble
, Pinar Karagoz
:
Enhancing and abstracting scientific workflow provenance for data publishing. EDBT/ICDT Workshops 2013: 313-318 - [c44]Ozer Ozdikis, Halit Oguztüzün
, Pinar Karagoz
:
Evidential location estimation for events detected in Twitter. GIR 2013: 9-16 - [c43]Mert Ozer
, Ilkcan Keles, Ismail Hakki Toroslu, Pinar Karagoz:
Predicting the change of location of mobile phone users. MobiGIS 2013: 43-50 - [c42]Alev Mutlu, Pinar Karagoz
, Yusuf Kavurucu:
A Counting-Based Heuristic for ILP-Based Concept Discovery Systems. HAIS 2013: 171-180 - [c41]Oznur Kirmemis Alkan, Pinar Karagoz
:
Extracting Sequential Patterns Based on User Defined Criteria. HAIS 2013: 181-190 - [c40]Eren Esgin, Pinar Karagoz
:
Sequence Alignment Adaptation for Process Diagnostics and Delta Analysis. HAIS 2013: 191-201 - [c39]Oznur Kirmemis Alkan, Pinar Karagoz
:
Assisting Web Site Navigation through Web Usage Patterns. IEA/AIE 2013: 161-170 - [c38]Z. Boynukalin, Pinar Karagoz
:
Emotion Analysis on Turkish Texts. ISCIS 2013: 159-168 - [c37]Eren Esgin, Pinar Karagoz
:
Confidence-Aware Sequence Alignment for Process Diagnostics. SITIS 2013: 990-997 - 2012
- [j9]Pinar Senkul
, Suleyman Salin:
Improving pattern quality in web usage mining by using semantic information. Knowl. Inf. Syst. 30(3): 527-541 (2012) - [j8]Alev Mutlu, Pinar Senkul
, Yusuf Kavurucu:
Improving the scalability of ILP-based multi-relational concept discovery system through parallelization. Knowl. Based Syst. 27: 352-368 (2012) - [c36]Ozer Ozdikis, Pinar Senkul
, Halit Oguztüzün
:
Semantic Expansion of Tweet Contents for Enhanced Event Detection in Twitter. ASONAM 2012: 20-24 - [c35]A. Gural Vural, Berkant Barla Cambazoglu, Pinar Senkul
:
Sentiment-focused web crawling. CIKM 2012: 2020-2024 - [c34]Masoud Sattari, Murat Manguoglu, Ismail H. Toroslu, Panagiotis Symeonidis, Pinar Senkul
, Yannis Manolopoulos:
Geo-activity recommendations by using improved feature combination. UbiComp 2012: 996-1003 - [c33]Ozer Ozdikis, Pinar Senkul
, Siyamed S. Sinir:
Confidence-Based Incremental Classification for Objects with Limited Attributes in Vertical Search. IEA/AIE 2012: 10-19 - [c32]Deniz Canturk, Pinar Senkul
:
Ontology-based routing of web services in distributed service discovery system containing domain specific nodes. ISCC 2012: 283-288 - [c31]Emra Askaroglu, Pinar Senkul
:
Automatic QoS evaluation method for web services. ISCC 2012: 367-369 - [c30]Alev Mutlu, Pinar Senkul:
Improving Hash Table Hit Ratio of an ILP-Based Concept Discovery System with Memoization Capabilities. ISCIS 2012: 261-269 - [c29]Sefa Kilic, Pinar Senkul, Ismail Hakki Toroslu:
Clustering Frequent Navigation Patterns from Website Logs by Using Ontology and Temporal Information. ISCIS 2012: 363-370 - [c28]Banu Deniz Gunel, Pinar Senkul:
Integrating Semantic Tagging with Popularity-Based Page Rank for Next Page Prediction. ISCIS 2012: 409-417 - [c27]Oznur Kirmemis Alkan, Pinar Senkul:
New Techniques for Adapting Web Site Topology and Ontology to User Behavior. ISCIS 2012: 419-427 - [c26]