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econometrics, a multidimensional panel data is data of a phenomenon observed over three or more dimensions. This comes in contrast with panel data, observed
Multidimensional_panel_data
Data analysis process
econometrics and related fields, multidimensional analysis (MDA) is a data analysis process that groups data into two categories: data dimensions and measurements
Multidimensional_analysis
Extremely large or complex datasets
charts, graphs, and other displays of the data Multidimensional big data can also be represented as OLAP data cubes or, mathematically, tensors. Array
Big_data
Study of economic methodologies
Data sets to which econometric analyses are applied can be classified as time-series data, cross-sectional data, panel data, and multidimensional panel
Methodology_of_econometrics
Statistical method
regression is run over these two dimensions. Multidimensional analysis is an econometric method in which data are collected over more than two dimensions
Panel_analysis
Visual representation of data
graphs Hyperbolic tree – Mathematical tree in the hyperbolic plane Multidimensional scaling – Set of related ordination techniques used in information
Data and information visualization
Data_and_information_visualization
analysis Multicollinearity Multidimensional analysis Multidimensional Chebyshev's inequality Multidimensional panel data Multidimensional scaling Multifactor
List_of_statistics_articles
American electrical engineer
contributions micro- and nanoelectronics include theoretical analysis of multidimensional circuits and systems, which handle signals varying across several dimensions
Sankar_Basu
Grouping a set of objects by similarity
Besides that, the applicability of the mean-shift algorithm to multidimensional data is hindered by the unsmooth behaviour of the kernel density estimate
Cluster_analysis
UK economic research centre
2007. The centre was established in 2007. In 2010, OPHI developed the Multidimensional Poverty Index for the United Nations Development Programme's Human
Oxford Poverty and Human Development Initiative
Oxford_Poverty_and_Human_Development_Initiative
Sequence of data points over time
type of panel data. Panel data is the general class, a multidimensional data set, whereas a time series data set is a one-dimensional panel (as is a
Time_series
Software used for psychometric analysis
transform raw response data into rigorous, defensible measurement results. SimuMIRT is a program that simulates multidimensional data (examinee ability and
Psychometric_software
Factorial method
multivariate method from the field of ordination used to simplify multidimensional data structures. MFA treats all involved tables in the same way (symmetrical
Multiple_factor_analysis
Ice skating scoring system
correctly identified. A data operator assists the technical panel with recording purposes. The relay operator supports the technical panel by operating the instantaneous
ISU_Judging_System
Political science analytical tool
scores." The main procedure is an application of multidimensional scaling techniques to political choice data. Though there are important technical differences
NOMINATE_(scaling_method)
Table that displays the frequency of variables
contingency tables. OLAP cube, a modern multidimensional computing form of contingency tables Panel data, multidimensional data over time Karl Pearson, F.R.S.
Contingency_table
Mass cytometry application to quantify labeled cell targets
populations dimensionality reduction algorithms are often used. Several multidimensional analysis clustering algorithms are common. Popular tools include tSNE
CyTOF
Analysis of social structures using network and graph theory
Computer log files: provide automatic data on how collaborative tools are used by learners Multidimensional scaling (MDS): charts similarities among
Social_network_analysis
Intelligence of machines
Peter, Jochen (2023). "Anthropomorphism in human–robot interactions: a multidimensional conceptualization". Communication Theory. 33 (1): 42–52. doi:10.1093/ct/qtac020
Artificial_intelligence
adequate. Other global statistics rely on only household survey data, such as the Multidimensional Poverty Index developed by OPHI and reported by UNDP. Examples
Multiple Indicator Cluster Surveys
Multiple_Indicator_Cluster_Surveys
203–233. Kudo, Mineichi; Toyama, Jun; Shimbo, Masaru (November 1999). "Multidimensional curve classification using passing-through regions". Pattern Recognition
List of datasets for machine-learning research
List_of_datasets_for_machine-learning_research
Simultaneous agriculture and solar energy production
such trackers to cover all data center energy needs). In 2004 Czaloun proposed a tracking system with a rope rack. Panels can be reoriented. The first
Agrivoltaics
International missions to maintain peace after armed conflict
expanded significantly over time, from early observer deployments to multidimensional operations which may support complex peace agreements or protect civilians
United_Nations_peacekeeping
of population) | Data". data.worldbank.org. Retrieved 26 August 2017. United Nations (17 October 2022). 2022 Global Multidimensional Poverty Index (MPI)
Economy_of_South_Asia
Observed inability to reproduce scientific studies
Roessig S, Franke M, Ahn B, Al-Hoorie AH, et al. (1 July 2023). "Multidimensional Signals and Analytic Flexibility: Estimating Degrees of Freedom in
Replication_crisis
Probabilistic problem-solving algorithm
calculation of risk in business and, in mathematics, evaluation of multidimensional definite integrals with complicated boundary conditions. In application
Monte_Carlo_method
Georgian computer scientist (born 1948)
new data structures such as multidimensional height-balanced trees, multidimensional balanced binary trees, and weighted leaf AVL-trees. These data structures
Vijay_Vaishnavi
Country in Southern Africa
"World Bank Open Data". World Bank Open Data. Archived from the original on 3 April 2024. Retrieved 3 April 2024. "Multidimensional Poverty Index 2023"
Namibia
Connection standard for electronic musical instruments
Retrieved September 13, 2018. Robair, Gino. "Three pioneers discuss Multidimensional Polyphonic Expression". ROLI. Electronic Musician. Archived from the
MIDI
Seclusion from unwanted attention
Wolfe, Maxine (July 1977). "Privacy as a Concept and a Social Issue: A Multidimensional Developmental Theory". Journal of Social Issues. 33 (3): 22–42. doi:10
Privacy
Format used to store weather data
records into the multidimensional arrays from which they were derived. The use of external tables to describe the meaning of the data. No authoritative
GRIB
Overview of democracy measures
democracy back through modern history, wherever possible. Second, a multidimensional approach to the problem of conceptualizing democracy. Third, to collect
Democracy_indices
numbers of single cells. The rapid growth in the multidimensionality and throughput of flow cytometry data, particularly in the 2000s, has led to the creation
Flow_cytometry_bioinformatics
Condition characterized by severe deprivation of basic human needs
such as malnutrition and lack of access to a basic education. The Multidimensional Poverty Index (MPI), based on the Alkire–Foster Method, is published
Extreme_poverty
Test assigned by clinicians to test cardiopulmonary function
highlighting fuel use and anaerobic shift. The 9-panel analysis is a framework for interpreting CPET data, but its panel order, parameters, and emphasis may vary
Cardiopulmonary_exercise_test
1998 television anime series
show the audience — and particularly viewers between 14 and 15—"the multidimensional wavelength of the existential self: the relationship between self and
Serial_Experiments_Lain
Medical condition caused by receiving too little or too many nutrients
also apply to too much nutrition. The Global Hunger Index (GHI) is a multidimensional statistical tool used to describe the state of countries' hunger situation
Malnutrition
Lack of economic resources
Development Index (EDI), the Multidimensional Energy Poverty Index (MEPI), and Energy Poverty Index (EPI). Both binary and multidimensional measures of energy poverty
Poverty
Measures to reduce poverty permanently
and 20theditions for 1996, 1997, 1998 and 1999 data". CIA World Factbook 2001 [Online] for 2000 Data. "Universal Health Coverage in Taiwan". National
Poverty_reduction
Nation with a relatively low living standard
Sumner A (December 2013). "Revisiting the Meaning of Development: A Multidimensional Taxonomy of Developing Countries". The Journal of Development Studies
Developing_country
Conflict in the Central African Republic since 2012
Council transferred MISCA to a UN peacekeeping operation called the Multidimensional Integrated Stabilization Mission in the Central African Republic (MINUSCA)
Central African Republic Civil War
Central_African_Republic_Civil_War
Lack of access to energy services such as electricity and heating
Development Index (EDI), the Multidimensional Energy Poverty Index (MEPI), and Energy Poverty Index (EPI). Both binary and multidimensional measures of energy poverty
Energy_poverty
Branch of research for business management, studying markets and economic opportunities
analysis and multidimensional scaling. This kind of expertise can be obtained from firms and consultants specializing in analytical services. Data analysis
Marketing_research
Study of uncertainty in the output of a mathematical model or system
inputs. Sensitivity analysis is essentially the exploration of the multidimensional input space, which grows exponentially in size with the number of inputs
Sensitivity_analysis
French computer scientist and ufologist (born 1939)
the extraterrestrial visitation hypothesis, Vallée has suggested a multidimensional visitation hypothesis. This hypothesis represents an extension of the
Jacques_Vallée
Multi-wavelength imaging method
over 2400 spectra of natural and man made materials) Sample Hyperspectral (AVIRIS) images from JPL HyperSpy – multidimensional data analysis with python
Hyperspectral_imaging
Government system where political power lies with the people
approaches, then lay out their approach, characterizing it as historical, multidimensional, disaggregated, and transparent. The authors propose to create a new
Democracy
Country in East Africa
most recent survey in 2024, 30.5% of the population is affected by multidimensional poverty with 27.4% under the national poverty line. The country is
Rwanda
American politician, astronaut and naval officer (born 1964)
Crucian, B. E.; De Vivo, I. (April 12, 2019). "The NASA Twins Study: A multidimensional analysis of a year-long human spaceflight". Science. 364 (6436) eaau8650
Mark_Kelly
Country in West Africa
most recent survey in 2018, 66.2% of the population is affected by multidimensional poverty, and an additional 16.4% are vulnerable to it. Guinea is named
Guinea
Lab technique in biology and chemistry
efficiently display multidimensional parameters. Compensation is very important to see the distinction between cells. [citation needed] The data generated by
Flow_cytometry
Indian benchmark
Beginning in the 1990s, the government of Kerala started utilizing a multidimensional approach to measuring poor households in the state. This method, called
Below_Poverty_Line
Sociological constructs related to sex
harassment, and discrimination. Two instruments incorporating the multidimensional nature of masculinity and femininity have dominated gender identity
Gender
Country in North America
original (PDF) on 21 October 2013. Retrieved 31 March 2012. "Pobreza multidimensional 2024. Presentación de resultados" (PDF). INEGI. 13 August 2025. Retrieved
Mexico
Form of causal modeling that fit networks of constructs to data
Koval, Peter; Diener, Ed (October 2020). "From Data to Causes I: Building A General Cross-Lagged Panel Model (GCLM)". Organizational Research Methods
Structural_equation_modeling
Modular space station in low Earth orbit
Garrett-Bakeman, Francine E.; et al. (12 April 2019). "The NASA Twins Study: A multidimensional analysis of a year-long human spaceflight". Science. 364 (6436) eaau8650
International_Space_Station
Geographic region
November 2014. Kohlenberg, Paul J.; Godehardt, Nadine (2020). The Multidimensionality of Regions in World Politics. Abingdon: Routledge. p. 86. ISBN 978-1-000-16864-8
Middle_East_and_North_Africa
India, achieved a remarkable milestone by reducing their global MPI (Multidimensional Poverty Index) values by half within a span of 15 years. Additionally
Poverty_in_India
Medication mainly used for depression and smoking cessation
Zhou Q, Shen Y, Zhu H (June 2024). "Multidimensional assessment of adverse events of bupropion: A large-scale data analysis from the FAERS database". Journal
Bupropion
Score from a test designed to assess intelligence
Thurstone's Primary Mental Abilities Kaufman Brief Intelligence Test (KBIT) Multidimensional Aptitude Battery II Das–Naglieri Cognitive Assessment System (CAS)
Intelligence_quotient
Grouping by physical or social qualities
Corbett, M.; Robinson, E. L. (1996). "The perceived racism scale: A multidimensional assessment of the experience of white racism among African Americans"
Race_(human_categorization)
Chronic multi-symptomatic pain disorder
intervention. In most of the trials, HBOT improved sleep disturbance, multidimensional function, patient satisfaction, and tender spots. Negative outcomes
Fibromyalgia
the ECLAC. Starting in 2016, a new Multidimensional Poverty Index is also used, which reached 20.9% using 2015 data. The percent of total income earned
Economy_of_Chile
State in southeastern India
2015–16 as per Niti Ayog report. The methodology, based on the global multidimensional poverty index uses 10 indicators, covering three areas health, education
Andhra_Pradesh
Norwegian diplomat and academic
As a Norwegian diplomat, Kaspersen was involved in work related to multidimensional and integrated peace operations. Norway was granted ASEAN Sectorial
Anja_Kaspersen
Measure of inequality of a statistical distribution
used to express the selectivity of protein kinase inhibitors against a panel of kinases. In engineering, it has been used to evaluate the fairness achieved
Gini_coefficient
Analysis of sets of categorical sequences
of the sequence data. In particular, dissimilarities between sequences can serve as input to cluster algorithms and multidimensional scaling, but also
Sequence analysis in social sciences
Sequence_analysis_in_social_sciences
line. The gap might be explained by the government's adoption of the multidimensional poverty method as a way to measure poverty. This method defines a person
Economy_of_Mexico
2009 film by Pete Docter
2013. Retrieved November 22, 2013. Edelstein, David (May 24, 2009). "Multidimensional". New York. Archived from the original on December 5, 2020. Retrieved
Up_(2009_film)
in: Drug Res. 26, 1295–1300. Lewi P.J. (1981). "Multidimensional analysis of pharmacological data". In: Rev Pure Appl Pharmacol Sci. 1981 Jul–Sep;2(3):229-90
Paul_Lewi
German economist
"Time and Income Poverty: An Interdependent Multidimensional Poverty Approach with German Time Use Diary Data". His current areas of teaching at the Leuphana
Joachim_Merz
Minimum income deemed adequate to live in a specific country or place
over the course of their life. Additionally, a study which analyzed data from the Panel Study of Income Dynamics (PSID) found that nearly 40% of 20-year-olds
Poverty_threshold
vulnerable to suffer from severe poverty than men. More women experience multidimensional poverty (38.9% compared to 25.2%). Many individual and social characteristics
Poverty_in_China
Chronology of reforms regarding women's rights
November 2012. Cooper, Frank Rudy; McGinley, Ann C. (August 2012). Multidimensional Masculinities and Law: Feminist and Critical Race Lenses. NYU Press
Timeline of women's legal rights (other than voting)
Timeline_of_women's_legal_rights_(other_than_voting)
State in southern India
expectancy 2019 (Report). Global Data Lab. Archived from the original on 3 January 2023. Retrieved 1 December 2023. Multidimensional Poverty Index (PDF) (Report)
Tamil_Nadu
Support systems for individuals
widely used instruments for assessing perceived social support is the Multidimensional Scale of Perceived Social Support (MSPSS), developed by Gregory Zimet
Social_support
Any technique to improve resolution of an imaging system beyond conventional limits
"Super-resolution reconstruction in a computational compound-eye imaging system". Multidimensional Systems and Signal Processing. 18 (2–3): 83–101. Bibcode:2007MSySP
Super-resolution_imaging
Criticism of the Java programming language and Java software platform
1554. doi:10.1147/sj.391.0021. True rectangular multidimensional arrays are the most important data structures for scientific and engineering computing
Criticism_of_Java
American basketball player (born 1976)
Spurs defeated the Pistons. NBA.com reported that "with his unique multidimensional talent, Duncan depleted and dissected the Pistons... He was the fulcrum
Tim_Duncan
State in southwestern India
states and union territories by poverty rate#:~:text=Mobile view-,"MULTIDIMENSIONAL POVERTY IN INDIA SINCE 2005-06",-(PDF). "Karnataka Human Development
Karnataka
Center for Sports Business and Research. He is known for his work on multidimensional scaling, and multivariate statistics in relation to marketing research
Wayne_DeSarbo
quantitatively, balancing a good range of criteria Career breaks and other multidimensional career tracks should not be penalised Recognition of mobility experience
European Charter for Researchers
European_Charter_for_Researchers
Proof all ranked voting rules have spoilers
ISSN 1572-9966. McKelvey, Richard D. (1976). "Intransitivities in multidimensional voting models and some implications for agenda control". Journal of
Arrow's_impossibility_theorem
Type of interview
which the construct even exists in their country. For example, the Multidimensional Work Ethic Profile (MWEP), is a scale demonstrated to work across many
Job_interview
President of Turkey since 2014
forefront. The two countries consider it their strategic goal to achieve "multidimensional co-operation", especially in the fields of energy, transport and the
Recep_Tayyip_Erdoğan
Full-contact combat sport
increase of cross-training resulted in fighters becoming increasingly multidimensional and well-rounded in their skill-sets. The new hybridization of fighting
Mixed_martial_arts
Laboratory in Idaho Falls, Idaho, United States
computational nuclear engineering Developing a robust technical basis in multidimensional multiphysics analysis methods Developing the next generation of reactor
Idaho_National_Laboratory
Economy of the Indian state of Odisha
combined inflation down to 0.1% during the late 2025 tracking cycles. Multidimensional poverty has fallen consistently to 11.07% under the national evaluation
Economy_of_Odisha
THE RSCE Provides services to the following missions: United Nations Multidimensional Integrated Stabilization Mission in the Central African Republic (MINUSCA)
United Nations Regional Service Centre in Entebbe
United_Nations_Regional_Service_Centre_in_Entebbe
the Doha Darfur Peace Agreement in 2011. MINUSMA, the United Nations Multidimensional Integrated Stabilization Mission in Mali, replaced and absorbed the
List_of_wars_involving_Iran
DNA analysis of Jewish populations
mines much larger datasets (more markers and more samples) to identify a panel of 300 highly ancestry-informative markers that accurately distinguish not
Genetic_studies_of_Jews
Chemicals that can interfere with endocrine or hormonal systems
Reif DM, St Mary L, Geier MC, Truong HD, Tanguay RL (January 2014). "Multidimensional in vivo hazard assessment using zebrafish". Toxicological Sciences
Endocrine_disruptor
Mexican economist
the Multidimensional Poverty Peer Network, Oxford Poverty and Human Development Initiative (OPHI), June 2013 – present Member of the Expert Panel, México
Gonzalo_Hernández_Licona
Indian paralympic rifle shooter
of sophisticated training technologies in para-sports exemplifies multidimensional athletic excellence, encompassing physical preparedness, cognitive
Avani_Lekhara
Indigenous responses for survival and resistance during the age of colonialism
(2022). "Indigenous Peoples, Memory and Envisioning the Future: A Brief Multidimensional Study". Journal of Ethnic and Cultural Studies. 9 (1): 39–55. doi:10
Indigenous response to colonialism
Indigenous_response_to_colonialism
"Measuring vulnerability among female sex workers in India using a multidimensional framework". PLOS ONE. 13 (9) e0204055. Bibcode:2018PLoSO..1304055M
Prostitution_in_India
American economist
inspection. Potential bidders then can conduct their inspections. Bids are multidimensional: amounts to be paid per unit for each species. The winner is determined
Susan_Athey
acknowledged that the results of the study, which featured the 55 AINSP panel, would have further weight if further extensive population studies from
Genetic history of the Middle East
Genetic_history_of_the_Middle_East
Strong, deep, or close association or acquaintance between two or more people
measure the construct of relationship quality. Other scales, considered multidimensional, repeat this process for other hypothesized components (e.g., closeness
Interpersonal_relationship
Turkic ethnic group
organization of the C2-M217 haplogroup in Kazakhs, a result supported by the multidimensional scaling analysis. Additionally, while the majority of the haplotypes
Kazakhs
MULTIDIMENSIONAL PANEL-DATA
MULTIDIMENSIONAL PANEL-DATA
Boy/Male
Slavic Latin Russian
Boy/Male
Hindu
Small
Girl/Female
Bengali, Gujarati, Hindu, Indian
Ornament
Boy/Male
Australian, Danish, French, German, Latin, Polish, Swedish
Small; Humble; Little
Boy/Male
Latin Polish
Small.
Surname or Lastname
English (Sussex)
English (Sussex) : from Middle English panel ‘panel’, hence a metonymic occupational name for a maker of panels, for wainscoting or saddles for example.English (Sussex) : perhaps a variant of Parnell.
Boy/Male
Gujarati, Hindu, Indian
Surname
Girl/Female
Arabic, British, English, German, Muslim
Present
Boy/Male
Australian, Danish, Dutch, German, Swedish
Little; Form of Paul; Small
Boy/Male
Hindu, Indian
Snail
Boy/Male
Dutch
Female
English
Variant spelling of English Janelle, JANEL means "God is gracious."
Girl/Female
Hindu
To start
Boy/Male
English Irish
Surname derived from a medieval given name.
Girl/Female
American, Australian, British, Christian, English, Hebrew
Female Version of John; The Lord is Gracious
Male
Czechoslovakian
, small.
Male
Russian
(Павел) Czech and Russian form of Greek Pavlos, PAVEL means "small."
Boy/Male
Basque Hebrew
Boy/Male
Arabic, Czechoslovakian, Finnish, French, German, Hindu, Indian, Latin, Muslim, Punjabi, Russian, Sikh, Slovenia, Swedish
Little; Small; Form of Paul
Boy/Male
American, British, English, French, Irish
Little Rock; Surname Derived from a Medieval Given Name; Nineteenth-century Irish Nationalist Charles Parnell
MULTIDIMENSIONAL PANEL-DATA
MULTIDIMENSIONAL PANEL-DATA
Girl/Female
Tamil
Voomali | வூமாஂலீ
Girl/Female
Muslim
Garden, Orchard
Boy/Male
Irish
Intelligent.
Girl/Female
Greek
Flaming.
Boy/Male
British, English
Famous Friend
Surname or Lastname
English
English : variant spelling of Slocum.
Girl/Female
Hindu, Indian, Kannada, Marathi, Sindhi, Telugu
Sweet Voice Like a Cuckoo Bird
Boy/Male
Indian, Telugu
Daring; Freedom-loving
Male
Chinese
second brother unicorn.
Surname or Lastname
English
English : variant of Wiggin.German : variant of Weigand (see Wiegand).
MULTIDIMENSIONAL PANEL-DATA
MULTIDIMENSIONAL PANEL-DATA
MULTIDIMENSIONAL PANEL-DATA
MULTIDIMENSIONAL PANEL-DATA
MULTIDIMENSIONAL PANEL-DATA
n.
A board having its edges inserted in the groove of a surrounding frame; as, the panel of a door.
n.
One of the districts divided by pillars of extra size, into which a mine is laid off in one system of extracting coal.
a.
Having panes; provided with panes; also, having openings; as, a paned window; paned window sash.
n.
A heap of dressed ore.
a.
Without panes.
n.
A compartment of a surface, or a flat space; hence, one side or face of a building; as, an octagonal tower is said to have eight panes.
v. t.
To form in or with panels; as, to panel a wainscot.
p. pr. & vb. n.
of Panel
n.
The panel itself.
n.
A portion of a framed structure between adjacent posts or struts, as in a bridge truss.
n.
A panel; a tympanum.
n.
A plain strip or band, as of velvet or plush, placed at intervals lengthwise on the skirt of a dress, for ornament.
n.
A blank window or panel.
imp. & p. p.
of Panel
n.
A list of jurors; a panel.
n.
A sunk panel of ceilings or soffits.
n.
A slab or plank of wood upon which, instead of canvas, a picture is painted.
a.
Having flat sides or surfaces; as, a six/paned nut.