Fosca Giannotti

19.0k citations
190 papers · 10.3k · 7 hit papers · h-index 44

Impact in

Papers in

Fosca Giannotti

180 papers receiving 9.8k citations

Fosca Giannotti's Hit Papers

Benchmarking and survey of explanation methods for black box models 2023 · 94 citations
940+6+12Years since publication50010001.5k2.0k

Peers

Fosca Giannotti
Comparison fields: 5 of 189
  • Transportation 3.3k
  • Health Informatics 414
  • Signal Processing 1.9k
  • Artificial Intelligence 3.7k
  • Media Technology 860
Replace Dino Pedreschi with:
Dino Pedreschi Italy
Yong Li China
Fei Wu China
Enhong Chen China
Shirui Pan Australia
Huan Liu United States
Nils J. Nilsson United States
Zhihan Lv China
Xia Hu United States
Xing Xie China
Fosca Giannotti relative to Dino Pedreschi Italy Dino Pedreschi's profile →
Citations per field
00.5×10.2×
Dino Pedreschi · 1×
Citations per year

Countries citing papers authored by Fosca Giannotti

Since Specialization
Citations

This map shows the geographic impact of Fosca Giannotti's research. It shows the number of citations coming from papers published by authors working in each country. You can also color the map by specialization and compare the number of citations received by Fosca Giannotti with the expected number of citations based on a country's size and research output (numbers larger than one mean the country cites Fosca Giannotti more than expected).

Fields of papers citing papers by Fosca Giannotti

Since Specialization
Physical SciencesHealth SciencesLife SciencesSocial Sciences

This network shows the impact of papers produced by Fosca Giannotti. Nodes represent research fields, and links connect fields that are likely to share authors. Colored nodes show fields that tend to cite the papers produced by Fosca Giannotti. The network helps show where Fosca Giannotti may publish in the future.

Co-authors

The 25 scholars most cited alongside Fosca Giannotti, linked wherever they have co-authored with each other. Click a name or a connecting line to browse the papers they share.

Border = papers with Fosca Giannotti Line = papers co-authored together Fosca Giannotti links everyone, so they are left out of the graph.

All Works

20 of 20 papers shown

Showing the 20 most-cited of 190 papers — load more, or switch the sort, to bring in the rest.

#Work
1
A survey of methods for explaining black box models
Hit paper breakdown →
20192443
2
Smart cities of the future
Hit paper breakdown →
20121241
3
Trajectory pattern mining
Hit paper breakdown →
2007686
4
Human mobility, social ties, and link prediction
Hit paper breakdown →
2011455
5
WhereNext
Hit paper breakdown →
2009400
6
Returners and explorers dichotomy in human mobility
Hit paper breakdown →
2015339
7 2011201
8 2019175
9 2009149
10 2008137
11 2008132
12 2019131
13 2012131
14 2008122
15 2019104
16
Benchmarking and survey of explanation methods for black box models
Hit paper breakdown →
202394
17 201291
18 201188
19
Movement Data Anonymity through Generalization
201088
20 200686

About Fosca Giannotti

Fosca Giannotti is a scholar working on Artificial Intelligence, Transportation, Signal Processing, Information Systems and Statistical and Nonlinear Physics, having authored 190 papers that have together received 10.3k indexed citations. Recurring topics across this work include Human Mobility and Location-Based Analysis (52 papers), Complex Network Analysis Techniques (32 papers), Data Management and Algorithms (31 papers), Data Mining Algorithms and Applications (21 papers), Privacy-Preserving Technologies in Data (19 papers), Explainable Artificial Intelligence (XAI) (18 papers), Opinion Dynamics and Social Influence (15 papers) and Advanced Database Systems and Queries (14 papers). The work is most often cited by research in Transportation (3.3k citations), Health Informatics (414 citations), Signal Processing (1.9k citations), Artificial Intelligence (3.7k citations) and Media Technology (860 citations). Fosca Giannotti has collaborated with scholars based in Italy, United States and Germany. Frequent co-authors include Dino Pedreschi, Anna Monreale, Riccardo Guidotti, Franco Turini, Salvatore Ruggieri, Mirco Nanni, Fabio Pinelli, Salvatore Rinzivillo, Roberto Trasarti and Luca Pappalardo. Their work appears in journals such as EPJ Data Science, IEEE Transactions on Knowledge and Data Engineering, Social Network Analysis and Mining, The European Physical Journal Special Topics and Data Mining and Knowledge Discovery.

Rankless uses publication and citation data sourced from OpenAlex, an open and comprehensive bibliographic database. While OpenAlex provides broad and valuable coverage of the global research landscape, it—like all bibliographic datasets—has inherent limitations. These include incomplete records, variations in author disambiguation, differences in journal indexing, and delays in data updates. As a result, some metrics and network relationships displayed in Rankless may not fully capture the entirety of a scholar's output or impact.

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