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Concept in machine learning
In statistics and machine learning, leakage (also known as data leakage or target leakage) refers to the use of information during model training that
Leakage_(machine_learning)
Topics referred to by the same term
by a microphone intended for a different source Leakage (machine learning) Leakage (retail) Leakage effect, the loss of tourist revenue from a country
Leakage
Revelation of secrets to unauthorized parties
Side-channel attack Traffic analysis Leakage (machine learning) Kelsey, J. (2002). "Compression and Information Leakage of Plaintext". Fast Software Encryption
Information_leakage
Process of automating the application of machine learning
Automated machine learning (AutoML) is the process of automating the tasks of applying machine learning to real-world problems. It is the combination
Automated_machine_learning
Misuse of data analysis
for "Hypothesizing after the results are known" Leakage (machine learning) – Concept in machine learning Lincoln–Kennedy coincidences urban legend – Urban
Data_dredging
of machine learning (ML) in earth sciences include geological mapping, gas leakage detection and geological feature identification. Machine learning is
Machine learning in earth sciences
Machine_learning_in_earth_sciences
Statistical model validation technique
(statistics). Boosting (machine learning) Bootstrap aggregating (bagging) Out-of-bag error Bootstrapping (statistics) Leakage (machine learning) Model selection
Cross-validation_(statistics)
Research field that lies at the intersection of machine learning and computer security
Adversarial machine learning is the study of the attacks on machine learning algorithms, and of the defenses against such attacks. Machine learning techniques
Adversarial_machine_learning
a critical role in operationalizing machine learning systems by improving reproducibility, reducing data leakage, and promoting collaboration across teams
Feature_store
Constants in electrical engineering
wasted leakage flux (stray flux). The corresponding inductance is called leakage inductance. Due to the presence of air gap, the role of the leakage flux
Reactances of synchronous machines
Reactances_of_synchronous_machines
Data breach protection
mechanisms to reduce the risk of data loss but increasingly incorporate machine learning and behavioral analytics to enhance detection accuracy. DLP is used
Data_loss_prevention_software
Cloud computing platform by Microsoft
feature of Screen Capture to provide additional security against data leakage. Entra ID connect is used to synchronize on-premises directories and enable
Microsoft_Azure
Academic discipline studying businesses and investments
managed using computer-based mathematical techniques (increasingly, machine learning) instead of human judgment. The actual trading is typically automated
Finance
Standardized AI performance test
language models List of datasets for machine-learning research Hardt, Moritz (2025). "The Emerging Science of Machine Learning Benchmarks". Retrieved 2026-03-06
Language_model_benchmark
Measured leakage of water supply
Wayback Machine Water 21, Journal of the IWA, April 2006, p. 30 A.O. Lambert and R.D. McKenzie:Practical Experience in using the Infrastructure Leakage Index
Non-revenue_water
Connection between brain and computer
the control scheme. This results in very slow pace of the gameplay. Machine learning methods were used to compute a subject-specific model for detecting
Brain–computer_interface
Machine allowing an individual to die quickly with minimal pain
Unlike helium cylinders, nitrogen cylinders can be refilled in the event of leakage and nitrogen gas is naturally present in all tissues and this use cannot
Euthanasia_device
Open source version system
a free and open-source, platform-agnostic version system for data, machine learning models, and experiments. It is designed to make ML models shareable
Data Version Control (software)
Data_Version_Control_(software)
Model of the real economy
considers leakages and injections. 'Leakage' means withdrawal from the flow. When households and firms save part of their incomes it constitutes leakage. They
Circular_flow_of_income
American cybersecurity company
Mountain View, Boston, Prague, Tokyo, and Tel Aviv. The company uses machine learning for monitoring personal computers, IoT devices, and cloud workloads
SentinelOne
American computer scientist and professor
Sayash; Narayanan, Arvind (8 September 2023). "Leakage and the reproducibility crisis in machine-learning-based science". Patterns. 4 (9) 100804. Elsevier
Arvind_Narayanan
Methods of finding hidden information
included in the set of data used to produce a given output, such as a machine learning model or some released statistics. This information can be valuable
Membership_inference_attack
Artificial intelligence field of study
Reinforcement Learning". Proceedings of the 39th International Conference on Machine Learning. International Conference on Machine Learning. PMLR. pp. 12004–12019
AI_safety
Power supply with electrochemical cells
electrode. These wet cells used liquid electrolytes, which were prone to leakage and spillage if not handled correctly. Many used glass jars to hold their
Electric_battery
Piece of equipment used to weld
have significant leakage inductance for short circuit protection in the event of a welding rod becoming stuck to the workpiece. The leakage inductance may
Welding_power_supply
Appliance for cold food storage
a welded container, "sealed unit", with greatly reduced likelihood of leakage or contamination. By comparison, externally-coupled refrigeration compressors
Refrigerator
Realistic artificially generated media
act of creating fake content is not new, deepfakes uniquely leverage machine learning and artificial intelligence techniques, including facial recognition
Deepfake
2018 data breach affecting the social network Google+
Data Studio Dialogflow Exposure Notification Fast Pair Fastboot Federated Learning of Cohorts File System Firebase Firebase Studio Firebase Cloud Messaging
2018_Google_data_breach
Electronic component
imperfect dielectric material. This causes a small leakage current across the dielectric (see § Leakage) that slowly discharges the capacitor over time.
Capacitor
Neighborhood of Kabul in Kabul Province, Afghanistan
due to gas leakage". Pajhwok Afghan News. 2 December 2022. Retrieved 2022-12-02. Postal Code System Archived 2012-10-20 at the Wayback Machine, AfghanPost
Taimani
short-circuit current at normal voltage, power factor on short circuit, total leakage reactance, and starting torque of the motor can be found. It is very important
Blocked_rotor_test
Espionage using electromagnetic leakage
using the non-invasive method. J. Loughry and D. A. Umphress. Information Leakage from Optical Emanations (.pdf file), ACM Transactions on Information and
Tempest_(codename)
Pseudoscientific test for extrasensory perception (ESP)
inadequate randomization, inadequate security, possibilities of sensory leakage, and inadequate documentation." Honorton himself had reported that only
Ganzfeld_experiment
Copyright law in the use of AI
In the 2020s, the rapid advancement of deep learning-based generative artificial intelligence models raised questions about the copyright status of AI-generated
Artificial intelligence and copyright
Artificial_intelligence_and_copyright
High-level computer programming conceptualization
Inc., pp. 10201–10212, retrieved 2019-02-13 Innes, Mike (2018). "On Machine Learning and Programming Languages" (PDF). SysML Conference 2018. Archived from
Programming_paradigm
Power-producing component of an electric machine
growler is used to check the armature for short and open circuits and leakages to ground. The word armature was first used in its electrical sense, i
Armature_(electrical)
Psychic ability
Science writer Martin Gardner suggested that the possibility of sensory leakage during the experiment had not been ruled out: In the first place, an intuitive
Telepathy
Japanese electronics company
2024. Retrieved 26 July 2026. "Results of Investigation into Information Leakage, etc., Caused by Ransomware Attack". Casio. Casio Computer Co., Ltd. 7
Casio
Electrical component
either a circular or rectangular cross section. This geometry has minimum leakage flux and radiates minimum electromagnetic interference (EMI). A coil with
Electromagnetic_coil
Magnet that creates a magnetic field through an electric current
particularly outside the core and in air gaps, where fringing fields and leakage flux must be considered. Second, the magnetic field and force are nonlinear
Electromagnet
Book by Arvind Narayanan & Sayash Kapoor
programmable computers, (2) stored program computers, (3) machine learning, (4) deep learning, (5) pretrained models, and, finally, (6) instruction-tuned
AI_Snake_Oil
High school in Mississauga, Ontario, Canada
for a more traditional approach, as such designs proved deficient in the leakage of noise from other classes. Don Biggs - Former professional ice hockey
Clarkson_Secondary_School
Concept in computing
differ only for the browser version, if that increases with time) or machine learning algorithms. Entropy is one of several ways to measure diversity. Applications
Device_fingerprint
Model of differential privacy
"local private learning" and showed it to be equivalent to randomized response. The era of big data exhibits a high demand for machine learning services that
Local_differential_privacy
Inflatable flexible bag filled with gas
Float" brand) which coats the inside of the balloon to reduce the helium leakage, thus increasing float time to a week or longer. Beginning in the late
Balloon
Electrical grounding for safety or function
current restriction it is safer for gassy mines. Since the earth leakage is restricted, leakage protection devices can be set to less than 750 mA. By comparison
Earthing_system
Voltage created when a crystal is heated
value, the pyroelectric voltage gradually disappears due to leakage current. The leakage can be due to electrons moving through the crystal, ions moving
Pyroelectricity
Electricity generation by nuclear fusion
is to simply make the reactor volume larger, which reduces the rate of leakage due to classical diffusion. This is why ITER is so large. In contrast,
Fusion_power
Processor security vulnerability
they were able to design the first machine learning detection technology that can detect transient attacks before leakage in the microarchitecture layer.
Spectre (security vulnerability)
Spectre_(security_vulnerability)
X-linked dominant genetic disorder
muscle tone) Individuals with FXS may present anywhere on a continuum from learning disabilities in the context of a normal intelligence quotient (IQ) to severe
Fragile_X_syndrome
Closed-cycle regenerative heat engine
investigate the effects of reducing engine size on power density, heat transfer, leakage and other losses. In 2025, Tristan J. Deppe and Jeremy N. Munday demonstrated
Stirling_engine
US-based Italian Computer Scientist
and the 2019 IEEE S&P paper "Exploiting Unintended Feature Leakage in Collaborative Learning". In 2025, with his student Georgi Ganev, he showed that synthetic
Emiliano_De_Cristofaro
Third planet from the Sun
and it leaks into outer space at a greater rate than other gases. The leakage of hydrogen into space contributes to the shifting of Earth's atmosphere
Earth
Unreproducible object used in digital security
such PUFs is that they are actual random oracles, so are immune to machine-learning attacks. The weakness is that count of CRPs is small and can be exhausted
Physical_unclonable_function
Approach to controlled thermonuclear fusion using magnetic fields
dates is artificial intelligence and machine learning control. Researchers have utilized AI and machine learning resources to predict and control plasma
Magnetic_confinement_fusion
Type of AC electric motor
components: Stator resistance and leakage reactance ( R s {\displaystyle R_{s}} , X s {\displaystyle X_{s}} ). Rotor resistance, leakage reactance, and slip ( R
Induction_motor
Any attack based on information gained from the implementation of a computer system
is Collide+Power, which affects nearly all CPUs. Other examples use machine learning approaches. Fluctuations in current also generate radio waves, enabling
Side-channel_attack
South Korean social network service
it was soon flooded with lawsuits demanding compensation for the leakage. The leakage yielded costly lawsuits for the company, in a country with virtually
Cyworld
Discrepancy of the lack of evidence for alien life despite its apparent likelihood
attempts to communicate, such as the Arecibo message. It is unclear whether "leakage", as opposed to a deliberate beacon, could be detected by an extraterrestrial
Fermi_paradox
Observed inability to reproduce scientific studies
and machine learning research?". AI Magazine. 46 (2) e70004. doi:10.1002/aaai.70004. ISSN 2371-9621. Kapoor S, Narayanan A (September 2023). "Leakage and
Replication_crisis
Methods of safely sharing general data
economic efficiency against fairness and privacy, and proposed both a machine-learning approach and a constrained-optimization approach for designing new
Differential_privacy
Interpersonal communication through wordless (mostly visual) cues
Retrieved 11 February 2014. Ekman P, Friesen WV (February 1969). "Nonverbal leakage and clues to deception". Psychiatry. 32 (1): 88–106. doi:10.1080/00332747
Nonverbal_communication
Loop that increases an initial effect
channels, and so on (Hodgkin cycle). So a slight initial leakage results in an explosion of sodium leakage, which creates the nerve action potential. In excitation–contraction
Positive_feedback
Device worn in the vagina to catch menstrual blood
both from the products themselves and from their packaging. Reported leakage for menstrual cups is similar or rarer than for tampons and pads. It is
Menstrual_cup
Oil rig engineering
led to the application of data driven methods, including machine learning and deep learning to engineering problems in deepwater oil and gas wells. AI
Deepwater_well_integrity
Attribution of human traits to AI
machine outputs through anthropomorphic frameworks, but the recent emergence of generative AI has amplified these tendencies. Terms such as learning,
AI_anthropomorphism
American hip hop duo from Minneapolis
Entertainment. After the EPs, the group also released the free album Strictly Leakage in late 2007. This album garnered much acclaim from local as well as international
Atmosphere_(group)
First large greenhouse gas emissions trading scheme in the world
the Wayback Machine EUROPA, Brussels 2008 Barker, T.; et al. (2007), "Mitigation from a cross-sectoral perspective: 11.7.2 Carbon leakage", in B. Metz;
European Union Emissions Trading System
European_Union_Emissions_Trading_System
American serial killer (1942–1994)
or a sock deep into the mouths of subsequent victims to prevent such a leakage. On July 31, 1975, John Butkovich, an 18-year-old PDM employee, disappeared
John_Wayne_Gacy
Fat substitute
29. Archived from the original (PDF) on May 26, 2011. "May Cause Anal Leakage: The Olestra Fat-Free Snack Controversy of the 1990s". April 9, 2020. "The
Olestra
Process of converting plaintext to ciphertext
Scherrer, Jeffrey F. (2018). "The Potential of Quantum Computing and Machine Learning to Advance Clinical Research and Change the Practice of Medicine".
Encryption
High-gain voltage amplifier with a differential input
application, these protection circuits will be inactive. The input bias and leakage currents described below are more important design parameters for typical
Operational_amplifier
Temporary endocrine structure in ovaries
Hanukoglu I, Rapoport R, Weiner L, Sklan D (September 1993). "Electron leakage from the mitochondrial NADPH-adrenodoxin reductase-adrenodoxin-P450scc
Corpus_luteum
Physiological reaction or injury caused by electric current
shock. For electrical equipment used outdoors or in wet areas, an Earth-leakage circuit breaker known as a residual-current device or ground fault circuit
Electrical_injury
British actress and comedian (born 1986)
She experienced mercury poisoning at 21, which she attributes to mercury leakage from amalgam teeth fillings, exacerbated by their improper removal, which
Jameela_Jamil
Material that does not conduct an electric current
the length of the leakage path along the surface from one end to the other, called the creepage length, to minimise these leakage currents. To accomplish
Insulator_(electricity)
Encryption technique
of perfect secrecy, one-time-pad enjoys high popularity among students learning about cryptography, especially as it is often the first algorithm to be
One-time_pad
Measure of a civilization's evolution
could be detected at great distances (by what is called "astro-technical leakage"),[verification needed] provided that it is not located in a region of
Kardashev_scale
British television documentary series with Jeremy Clarkson
pub - food supply, electrical, theft, water pressure, carparking, tent leakage and staffing problems. Building a bonfire causes some minor dramas, as
Clarkson's_Farm
Observation on the growth of integrated circuit capacity
areas, including new chip architectures, quantum computing, and AI and machine learning. Nvidia CEO Jensen Huang declared Moore's law dead in 2022; several
Moore's_law
Accumulation of plastic in natural ecosystems
Mt), other (182 Mt). Several studies have attempted to quantify plastic leakage into the environment at both national and global levels which have highlight
Plastic_pollution
is furious when he learns that his Tract 340 has been shut down due to leakages. Jenna tells Bobby she wants him to be free. 187 26 "Terms of Estrangement"
List_of_Dallas_episodes
Incidents involving multiple victims of firearm violence
legal channels." Planning is broadcast by the perpetrator, which is called leakage, "or the communication of violent thoughts or intentions, prior to the
Mass shootings in the United States
Mass_shootings_in_the_United_States
Standards organization
workforce development through certificate programs, workshops, webinars, and e-learning; The Consortium for Materials Data and Standardization (CMDS), advancing
ASTM_International
Form of shared internet-based computing
services and tools, such as artificial intelligence, data analytics, and machine learning, which might otherwise require significant in-house expertise and infrastructure
Cloud_computing
Software development collaboration platform
days later. On October 8, 2016, Turkey blocked GitHub to prevent email leakage of a hacked account belonging to the country's energy minister. On March
GitHub
Indian national identification number
₹48.35 billion (US$500 million). The benefits would come from plugging leakages in various subsidy and social benefit schemes. On 2 February 2013 Reetika
Aadhaar
Form of computer memory
as chip geometries shrink and clock frequencies rise, the transistor leakage current increases, leading to excess power consumption and heat... Secondly
Random-access_memory
Quality control process in welding
evolve, with modern technologies such as Artificial Intelligence and Machine Learning driving advancements in defect detection and operational efficiency
Welding_inspection
Electrically operated switch
Kenneth B.; Giuliani, Peter R. (2002). Electrical control for machines (6th ed.). Cengage Learning. p. 58. ISBN 978-0-7668-6198-5. "Contactor or Motor Starter
Relay
Type of flat-panel display
Google books – Michael Allen's 2008 E-Learning Annual By Michael W. Allen Archived 2023-04-13 at the Wayback Machine "Kalman Tihanyi's plasma television"
Plasma_display
Ballooning or rupturing of a blood vessel in the brain
hemorrhage in the subarachnoid space and sometimes in brain parenchyma. Minor leakage from aneurysm may precede rupture, causing warning headaches. About 60%
Intracranial_aneurysm
Two-terminal electronic component
reverse current can be observed (mA or more). There is also a tiny surface leakage current caused by electrons simply going around the diode as though it
Diode
Nuclear Reactor and Power Plant Accidents that have occurred in the past years
tracks ongoing safety issues at operating nuclear plants, found that "leakage of radioactive materials is a pervasive problem at almost 90 percent of
Nuclear reactor accidents in the United States
Nuclear_reactor_accidents_in_the_United_States
Steganography method
Proficience and Advancement of Learning Divine and Humane. Bacon, Francis (1640). Of the Advancement and Proficience of Learning. Translated by Wats, Gilbert
Bacon's_cipher
1983 U.S. war game
the confidentiality of this game involved the need to prevent a media leakage that could potentially disturb Soviet Union leaders or even leaders from
Proud_Prophet
American musician (1941–2010)
vocals in only partial sync with the music by hearing the slight sound leakage through the studio window. Zappa said of Van Vliet's approach, "[it was]
Captain_Beefheart
and emptied into toilet waste vehicles. Blue ice is caused by accidental leakage from the waste tank. Passenger train toilets, on the other hand, have indeed
List of common misconceptions about science, technology, and mathematics
List_of_common_misconceptions_about_science,_technology,_and_mathematics
Type of nuclear fission reactor
such as activated steel and graphite. The authors identified neutron leakage as a primary issue for SMRs, as these reactors have a higher surface-area-to-volume
Small_modular_reactor
plasma leakage, may result in death, especially in the case of DSS, where shock results from decreased intravascular pressure caused by this leakage of plasma
Health_in_Singapore
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