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De-anonymizing Social Networks
Operators of online social networks are increasingly sharing potentially sensitive information about users and their relationships with advertisers, application developers, and data-mining researchers. Privacy is typically protected by anonymization, i.e., removing names, addresses, etc. We present a framework for analyzing privacy and anonymity in social networks and develop a new re-identification algorithm targeting anonymized social-network graphs. To demonstrate its effectiveness on real-world networks, we show that a third of the users who can be verified to have accounts on both Twitter, a popular microblogging service, and Flickr, an online photo-sharing site, can be re-identified in the anonymous Twitter graph with only a 12% error rate. Our de-anonymization algorithm is based purely on the network topology, does not require creation of a large number of dummy "sybil" nodes, is robust to noise and all existing defenses, and works even when the overlap between the target network and the adversary's auxiliary information is small.
data mining, data privacy, graph theory, social networking (online)
Computer Science Ontology loaded.
Model loaded.
Traceback (most recent call last):
File "", line 1, in
File "[my-personal-path]python3.10/site-packages/cso_classifier/test.py", line 35, in test_classifier_single_paper
result = cso_classifier.run(paper)
File "[my-personal-path]/python3.10/site-packages/cso_classifier/classifier.py", line 80, in run
self.model = MODEL(use_full_model=self.use_full_model, silent = self.silent)
File "[my-personal-path]/python3.10/site-packages/cso_classifier/model.py", line 27, in _init_
self.load_models()
File "[my-personal-path]/python3.10/site-packages/cso_classifier/model.py", line 35, in load_models
self.__load_word2vec_model()
File "[my-personal-path]python3.10/site-packages/cso_classifier/model.py", line 167, in __load_word2vec_model
self.full_model = pickle.load(open(self.config.get_model_pickle_path(), "rb"))
File "[my-personal-path]/python3.10/site-packages/gensim/_init_.py", line 5, in
from gensim import parsing, corpora, matutils, interfaces, models, similarities, summarization, utils # noqa:F401
File "[my-personal-path]/python3.10/site-packages/gensim/corpora/_init_.py", line 12, in
from .dictionary import Dictionary # noqa:F401
File "[my-personal-path]/python3.10/site-packages/gensim/corpora/dictionary.py", line 11, in
from collections import Mapping, defaultdict
ImportError: cannot import name 'Mapping' from 'collections' ([my-personal-path]lib/python3.10/collections/_init_.py)
and "from collections.abc import Mapping" works well. @angelosalatino
If changing File "[my-personal-path]lib/python3.10/site-packages/gensim/corpora/dictionary.py", modify the import as "from collections.abc import Mapping", another importing error occurred:
ImportError: cannot import name 'Iterable' from 'collections' ([my-personal-path]/lib/python3.10/collections/_init_.py)
gensim/models/fasttext.py also uses "Iterable"...
details about my environment
os: ubuntu 18.04.6 LTS
versions:
conda: 4.12.0
python: 3.10.4
cso-classifier: 3.0
cso ontology: 3.3
The text was updated successfully, but these errors were encountered:
When running "test.test_classifier_single_paper()",
got the following messages:
and "from collections.abc import Mapping" works well. @angelosalatino
If changing
File "[my-personal-path]lib/python3.10/site-packages/gensim/corpora/dictionary.py"
, modify the import as "from collections.abc import Mapping", another importing error occurred:gensim/models/fasttext.py
also uses "Iterable"...details about my environment
os: ubuntu 18.04.6 LTS
versions:
The text was updated successfully, but these errors were encountered: