Lucas Lange

About

Since 03/2022 - Researcher / PhD Student at Leipzig University
2022 - M.Sc. Computer Science, Leipzig University
2019 - B.Sc. Computer Science, Leipzig University

Contact

E-Mail: lange [at] informatik.uni-leipzig.de
Office: Room P-416, Paulinum, Augustusplatz 10, 04109, Leipzig
Phone: +49 341 97 32316

Research

Privacy-Preserving Data Analysis (Machine Learning)

Thesis Supervision

Feel free to contact me for more info or topic proposals/requests.
Open Theses [1]
Ongoing Theses [2]
- Bachelor: Lukas Metz - Beating Super Mario Bros With AI: A Playful Comparison of Reinforcement Learning and Genetic Algorithms
- Master: Maximilian Heykeroth - Image Dataset Characteristics Under LiRA Membership Inference Attacks
- Master: Tobias Schreieder - Re-Identification Attacks on Smartwatch Health Data
- Bachelor: Lukas auf der Landwehr - Federated Learning on User-Level Data Distributions
- Bachelor: Julian Dietz - ImageNet Pre-training Strategies for DP-SGD
Finished Theses [3]
- Bachelor: Daniel Grohmann (2023) - Kolorieren Historischer Fotos der Stadt Leipzig mit Deep-Learning-Techniken
- Master: Nils Wenzlitschke (2023) - Privacy-Preserving Smartwatch Health Data Generation For Stress Detection Using GANs
- Master: Borislav Degenkolb (2023) - Entwicklung eines Privatsphäre-erhaltenden Transformers zur Stresserkennung anhand von Smartwatch-Health-Daten
- Bachelor: Felix Vogel (2023) - Privatsphäre-erhaltende Sentiment Analyse auf Twitter
- Bachelor: Noah Rasp (2022) - A Study on the Impact of Class Imbalance on CNNs for Bee Health Detection

Publications

[4]

[5]

[6]

Lange, Lucas [7]; Degenkolb, Borislav [8]; Rahm, Erhard [9]
Privacy-Preserving Stress Detection Using Smartwatch Health Data [10]
4. Interdisciplinary Privacy & Security at Large Workshop, INFORMATIK 2023
2023-09 [11]

[12]

[13]

[14]

Vogel, Felix [15]; Lange, Lucas [16]
Privacy-Preserving Sentiment Analysis on Twitter [17]
SKILL 2023
2023-09 [18]

[19]

[20]

[21]

[22]

Lange, Lucas [23]; Schreieder, Tobias [24]; Christen, Victor [25]; Rahm, Erhard [26]
Privacy at Risk: Exploiting Similarities in Health Data for Identity Inference [27]
arXiv preprint arXiv:2308.08310
2023-08 [28]

[29]

[30]

[31]

[32]

Lange, Lucas [33]; Schneider, Maja [34]; Christen, Peter [35]; Rahm, Erhard [36]
Privacy in Practice: Private COVID-19 Detection in X-Ray Images [37]
20th International Conference on Security and Cryptography (SECRYPT 2023)
2023-07 [38]

[39]

[40]

[41]

[42]

Lange, Lucas [43]; Schneider, Maja [44]; Christen, Peter [45]; Rahm, Erhard [46]
Privacy in Practice: Private COVID-19 Detection in X-Ray Images (Extended Version) [47]
arXiv preprint arXiv:2211.11434
2022-11 [48]

[49]

[50]

[51]

[52]

Staudte, Christian [53]; Lange, Lucas [54]
SentArg: A Hybrid Doc2Vec/DPH Model with Sentiment Analysis Refinement [55]
CLEF 2020 Working Notes
2020-09 [56]

Teaching

Lectures:

DBS2: SoSe23 [57] (Lecture on Pandas)

Tutorials:

DBS1: WiSe22/23 [58]
DBS2: SoSe22 [59], SoSe23 [60]

Labs:

Data Warehouse / Data Mining: WiSe22/23 [61]
Relational Databases: SoSe22 [62], SoSe23 [63]
Big Data: SoSe22 [64], SoSe23 [65]

Seminars:

Trends in Data Analytics and Machine Learning: WiSe22/23 [66]

Links:
[1] https://old.dbs.uni-leipzig.de/en/study/theses/aktuelle_themen
[2] https://old.dbs.uni-leipzig.de/en/theses
[3] https://old.dbs.uni-leipzig.de/en/lehre/db-diplom-abgeschl.html
[4] https://old.dbs.uni-leipzig.de/file/print_transformer-1.pdf
[5] http://scholar.google.com/scholar?q=+Lange+Degenkolb+Rahm+intitle%3A%22Privacy-Preserving+Stress+Detection+Using+Smartwatch+Health+Data%22
[6] https://old.dbs.uni-leipzig.de/de/publication/title/privacy_preserving_stress_detection_using_smartwatch_health_data
[7] https://old.dbs.uni-leipzig.de/de/publication/author/Lange, L
[8] https://old.dbs.uni-leipzig.de/de/publication/author/Degenkolb, B
[9] https://old.dbs.uni-leipzig.de/de/publication/author/Rahm, E
[10] https://old.dbs.uni-leipzig.de/de/publication/title/privacy_preserving_stress_detection_using_smartwatch_health_data
[11] https://old.dbs.uni-leipzig.de/de/publication/year/2023
[12] https://old.dbs.uni-leipzig.de/file/SKILL2023_private_twitter_sentiment-6.pdf
[13] http://scholar.google.com/scholar?q=+Vogel+Lange+intitle%3A%22Privacy-Preserving+Sentiment+Analysis+on+Twitter%22
[14] https://old.dbs.uni-leipzig.de/de/publication/title/privacy_preserving_sentiment_analysis_on_twitter
[15] https://old.dbs.uni-leipzig.de/de/publication/author/Vogel, F
[16] https://old.dbs.uni-leipzig.de/de/publication/author/Lange, L
[17] https://old.dbs.uni-leipzig.de/de/publication/title/privacy_preserving_sentiment_analysis_on_twitter
[18] https://old.dbs.uni-leipzig.de/de/publication/year/2023
[19] https://old.dbs.uni-leipzig.de/file/2308.08310.pdf
[20] https://arxiv.org/abs/2308.08310
[21] http://scholar.google.com/scholar?q=+Lange+Schreieder+Christen+Rahm+intitle%3A%22Privacy+at+Risk%3A+Exploiting+Similarities+in+Health+Data+for+Identity+Inference%22
[22] https://old.dbs.uni-leipzig.de/de/publication/title/privacy_at_risk_exploiting_similarities_in_health_data_for_identity_inference
[23] https://old.dbs.uni-leipzig.de/de/publication/author/Lange, L
[24] https://old.dbs.uni-leipzig.de/de/publication/author/Schreieder, T
[25] https://old.dbs.uni-leipzig.de/de/publication/author/Christen, V
[26] https://old.dbs.uni-leipzig.de/de/publication/author/Rahm, E
[27] https://old.dbs.uni-leipzig.de/de/publication/title/privacy_at_risk_exploiting_similarities_in_health_data_for_identity_inference
[28] https://old.dbs.uni-leipzig.de/de/publication/year/2023
[29] https://old.dbs.uni-leipzig.de/file/proc_paper.pdf
[30] https://doi.org/10.5220/0012048100003555
[31] http://scholar.google.com/scholar?q=+Lange+Schneider+Christen+Rahm+intitle%3A%22Privacy+in+Practice%3A+Private+COVID-19+Detection+in+X-Ray+Images%22
[32] https://old.dbs.uni-leipzig.de/de/publication/title/privacy_in_practice_private_covid_19_detection_in_x_ray_images_0
[33] https://old.dbs.uni-leipzig.de/de/publication/author/Lange, L
[34] https://old.dbs.uni-leipzig.de/de/publication/author/Schneider, M
[35] https://old.dbs.uni-leipzig.de/de/publication/author/Christen, P
[36] https://old.dbs.uni-leipzig.de/de/publication/author/Rahm, E
[37] https://old.dbs.uni-leipzig.de/de/publication/title/privacy_in_practice_private_covid_19_detection_in_x_ray_images_0
[38] https://old.dbs.uni-leipzig.de/de/publication/year/2023
[39] https://old.dbs.uni-leipzig.de/file/v4_mia_covid_arxiv.pdf
[40] https://arxiv.org/abs/2211.11434
[41] http://scholar.google.com/scholar?q=+Lange+Schneider+Christen+Rahm+intitle%3A%22Privacy+in+Practice%3A+Private+COVID-19+Detection+in+X-Ray+Images+%28Extended+Version%29%22
[42] https://old.dbs.uni-leipzig.de/de/publication/title/privacy_in_practice_private_covid_19_detection_in_x_ray_images
[43] https://old.dbs.uni-leipzig.de/de/publication/author/Lange, L
[44] https://old.dbs.uni-leipzig.de/de/publication/author/Schneider, M
[45] https://old.dbs.uni-leipzig.de/de/publication/author/Christen, P
[46] https://old.dbs.uni-leipzig.de/de/publication/author/Rahm, E
[47] https://old.dbs.uni-leipzig.de/de/publication/title/privacy_in_practice_private_covid_19_detection_in_x_ray_images
[48] https://old.dbs.uni-leipzig.de/de/publication/year/2022
[49] https://old.dbs.uni-leipzig.de/file/paper_191.pdf
[50] http://ceur-ws.org/Vol-2696/#paper_191
[51] http://scholar.google.com/scholar?q=+Staudte+Lange+intitle%3A%22SentArg%3A+A+Hybrid+Doc2Vec%2FDPH+Model+with+Sentiment+Analysis+Refinement%22
[52] https://old.dbs.uni-leipzig.de/de/publication/title/sentarg_a_hybrid_doc2vec_dph_model_with_sentiment_analysis_refinement
[53] https://old.dbs.uni-leipzig.de/de/publication/author/Staudte, C
[54] https://old.dbs.uni-leipzig.de/de/publication/author/Lange, L
[55] https://old.dbs.uni-leipzig.de/de/publication/title/sentarg_a_hybrid_doc2vec_dph_model_with_sentiment_analysis_refinement
[56] https://old.dbs.uni-leipzig.de/de/publication/year/2020
[57] https://old.dbs.uni-leipzig.de/en//stud/2023ss/dbs2
[58] https://old.dbs.uni-leipzig.de/en//stud/2022ws/dbs1
[59] https://old.dbs.uni-leipzig.de/en//stud/2022ss/dbs2
[60] https://old.dbs.uni-leipzig.de/en//stud/2023ss/dbs2
[61] https://old.dbs.uni-leipzig.de/en//stud/2022ws/pdwhdm
[62] https://old.dbs.uni-leipzig.de/en//stud/2022ss/dbprak
[63] https://old.dbs.uni-leipzig.de/en//stud/2023ss/dbprak
[64] https://old.dbs.uni-leipzig.de/en//stud/2022ss/bdprak
[65] https://old.dbs.uni-leipzig.de/en//stud/2023ss/bdprak
[66] https://old.dbs.uni-leipzig.de/en//stud/2022ws/seminar