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Forecasting complexity is a measure of complexity put forward (under the original name of) by the physicist Peter Grassberger. It was later renamed "statistical
Forecasting_complexity
discounted as random. Kolmogorov complexity Excess entropy Logical depth Renyi information Self-dissimilarity Forecasting complexity Gell-Mann, Murray; Lloyd
Effective_complexity
Measure in information theory
{\displaystyle x} and halt. Effective complexity Self-dissimilarity Forecasting complexity Sophistication (complexity theory) Antunes, Luís; Bauwens, Bruno;
Logical_depth
Feature of systems that defy description
information content of an individual sequence), the statistical complexity, like forecasting complexity, implies a statistical description, and refers to an ensemble
Complexity
Term
determining the predictive power of prognostic model forecasts. Because of the complexity of these models, forecast verification goes a good deal beyond simple
Forecast_verification
American social scientist and academic (born 1977)
international development, evolution and ecology, technological forecasting, complexity science, network science, economics, physics, psychology, women's
Martin_Hilbert
Process in corporate finance
The forecast is typically based on anticipated payments and receivables. Several forecasting methodologies are available. Cash flow forecasting is an
Cash_flow_forecasting
Sequence of data points over time
(2006). "25 Years of Time Series Forecasting". International Journal of Forecasting. Twenty Five Years of Forecasting. 22 (3): 443–473. doi:10.1016/j.ijforecast
Time_series
Film by Anthony Maras
weather forecasts. The American forecasting group thought that conditions would be calm. The group of Petterssen and Douglas and the third forecasting group
Pressure_(2026_film)
Greek strategic business analyst, futurist, and physicist
Fits”. Technological Forecasting & Social Change. 46 (2): 153-173. Modis, Theodore (2020). “Forecasting the Growth of Complexity and Change—An Update”
Theodore_Modis
British organizational theorist (1942–2021)
managers are bad at forecasting because it is impossible to predict the consequences of actions, a conclusion supported by the complexity sciences. Management
Ralph_D._Stacey
Study of organisms and their environment
S2CID 40349801. Loehle, C. (2004). "Challenges of ecological complexity". Ecological Complexity. 1 (1): 3–6. Bibcode:2004EcoCm...1....3.. doi:10.1016/j.ecocom
Ecology
Interactive forecasting method
systematic, interactive forecasting method that relies on a panel of experts. Delphi has been widely used for business forecasting and has certain advantages
Delphi_method
Branch of energy forecasting
Electricity price forecasting (EPF) is a branch of energy forecasting which focuses on using mathematical, statistical and machine learning models to
Electricity_price_forecasting
Applications of machine learning (ML) in earth sciences include geological mapping, gas leakage detection and geological feature identification. Machine
Machine learning in earth sciences
Machine_learning_in_earth_sciences
Mathematical modelling alogorithm
and generalizable. GMDH is used in such fields as machine learning, forecasting, optimization and pattern recognition, due to its ability to handle complex
Group_method_of_data_handling
Practice of leading the work of a team to achieve goals and criteria at a specified time
for project management to be effective. Complexity can be: Structural complexity (also known as detail complexity, or complicatedness), i.e. consisting
Project_management
Austrian physicist (born 1940)
Complex network Epidemic models on lattices Mutual information Forecasting complexity Kolmogorov entropy P. Grassberger; I. Procaccia (1983). "Measuring
Peter_Grassberger
Hypothetical event
Theodore (2002) "Forecasting the Growth of Complexity and Change" Archived 2021-02-15 at the Wayback Machine, Technological Forecasting & Social Change
Technological_singularity
Weather prediction using mathematical models of the atmosphere and oceans
model ensemble forecasts have been used to help define the forecast uncertainty and to extend the window in which numerical weather forecasting is viable farther
Numerical_weather_prediction
Magnitude or dimension of a thing
Butterworth-Heinemann See, e.g., Robert A. Meyers, Extreme Environmental Events: Complexity in Forecasting and Early Warning (2010), p. 364, stating "[t]he corner frequency
Size
Adage referring to time estimates
accurately estimating the time it will take to complete tasks of substantial complexity: Hofstadter's law: It always takes longer than you expect, even when you
Hofstadter's_law
Futures studies / Futures techniques method
technique for long-range forecasting – used by 68% of the large organizations he surveyed. Practical development of scenario forecasting, to guide strategy
Scenario_planning
Extremely large-scale construction and investment project
endeavours (i.e. projects) characterised by: large investment commitment, vast complexity (especially in organisational terms), and long-lasting impact on the economy
Megaproject
Social scientist
new science of probability. Flechtheim argued that even if systematic forecasting did no more than unveil the subset of statistically highly probable processes
Futurist
Type of climate model
and global climate models are used for weather forecasting, understanding the climate, and forecasting climate change. Atmospheric GCMs (AGCMs) model
General_circulation_model
Numerical algorithm for mortality forecasting
Lee–Carter model is a numerical algorithm used in mortality forecasting and life expectancy forecasting. The input to the model is a matrix of age specific mortality
Lee–Carter_model
Model used as input to the transportation planning process
economic forecasting activity. Land-use estimates are inputs to the transportation planning process. The discussion of land-use forecasting to follow
Land-use_forecasting
Information-theoretic measure of complexity
Information fluctuation complexity is an information-theoretic quantity defined as the fluctuation of information about entropy. It is derivable from fluctuations
Information fluctuation complexity
Information_fluctuation_complexity
Planning technique
applies to a new product or process and may include using technology forecasting or technology scouting to identify suitable emerging technologies. It
Technology_roadmap
conditions. As an ecosystem level model FORECAST offers the user the ability to represent a high degree of complexity in vegetation (multiple species and
FORECAST_(model)
Rapidly rotating storm system
tropical cyclones. The lack of improvement in intensity forecasting is attributed to the complexity of tropical systems and an incomplete understanding of
Tropical_cyclone
Philosophical problem-solving principle
forecasts from simple and complex forecasting methods. None of the papers provided a balance of evidence that complexity of method improved forecast accuracy
Occam's_razor
Class of artificial neural network
Noam (2023). "Forecasting CPI inflation components with Hierarchical Recurrent Neural Networks". International Journal of Forecasting. 39 (3): 1145–1162
Recurrent_neural_network
American physicist and entrepreneur (born 1952)
nonlinear time series forecasting that has been used for exploiting low dimensional chaos to make better short term forecasts. Other work included an
J._Doyne_Farmer
Platforms for betting on events
accuracy in the long run". International Journal of Forecasting. US Presidential Election Forecasting. 24 (2): 285–300. doi:10.1016/j.ijforecast.2008.03
Prediction_market
Hungarian-American geostrategist (born 1949)
Dilemmas in Global Forecasting", Romanian Journal of Economic Forecasting – XXI (1) 2018. Friedman, George (2009). The Next 100 Years: A Forecast for the 21st
George_Friedman
fluctuations of fuel costs, low visibility of the future freight costs and high complexity of the freight quotes, freight cost verification are vulnerable to human
Freight_audit
American AI researcher and writer (born 1979)
there are known limits to intelligent problem-solving from computational complexity theory; if there are strong limits on how efficiently algorithms can solve
Eliezer_Yudkowsky
Force field (chemistry) Force field (physics) Ford viscosity cup Forecasting complexity Form factor (quantum field theory) Form factor (electronics) Form
Index_of_physics_articles_(F)
Austrian astrophysicist
Technological forecasting in perspective, OECD, 1967. 1968: Integrating Forecasting and Planning through a Function-Oriented Approach. Technological Forecasting for
Erich_Jantsch
represented as the Nurse scheduling problem, which is NP-hard. The theoretical complexity of the problem is a significant factor in the development of various software
Employee_scheduling_software
Futures studies lessons learned methods
Prediction market Reference class forecasting Science fiction prototyping Strategic foresight Technology forecasting Pre-mortem Maness, Juana (2016). Techniques
Futures_techniques
Informative representation of an entity
describing the workings of the atmosphere for the purpose of weather forecasting). Abstract or conceptual models are central to philosophy of science
Model
Soviet–Ukrainian mathematician and computer scientist
scientific approach used for pattern recognition and complex systems forecasting. He had used this approach during development of the group method of
Alexey_Ivakhnenko
Observation on the growth of integrated circuit capacity
International Electron Devices Meeting, Moore revised his forecast rate, predicting semiconductor complexity would continue to double annually until about 1980
Moore's_law
Business planning process
collaborative-VMI, CPFR, account based forecasting, CMI, shared single forecast and replenishment etc. The challenges and complexities faced by the retailer are somewhat
Customer_demand_planning
Study of postulating possible futures
Foresight Science International Journal of Forecasting Journal of Futures Studies Technological Forecasting and Social Change World Futures World Futures
Futures_studies
Canadian writer and mathematician
economics: Overcoming the pitfalls of forecasting models via a multidisciplinary approach". International Journal of Forecasting. 25 (4): 734–743. doi:10.1016/j
David_Orrell
Combined real-and-virtual environment
convergence Technological evolution Technological paradigm Technology forecasting Accelerating change Future-oriented technology analysis Horizon scanning
Extended_reality
Scientific study of climate
well as the forecasting of precipitation amounts and distribution of the future. A variation of this theme, used for medium range forecasting, is known
Climatology
Besides demand orientation, workforce modeling also incorporates the forecast of the workload and the required staff, the integration of workers into
Workforce_modeling
layer flows RACM Regional Atmospheric Chemistry Mechanism gas-phase chemistry mechanism WRF-Chem Weather Research & Forecasting Model with Chemistry
Kinetic_PreProcessor
Type of telecommunications engineering
planner must use telecommunications forecasting methods to estimate the expected traffic intensity. The forecasting process involves several steps: Definition
Network_planning_and_design
that assist companies in managing their trade promotion activity. Sales Forecasting Promotion planning and budgeting Predictive modeling/optimization Promotion
Trade_promotion_management
Marketing discipline
to the next step, which is forecasting demand associated with the clustered segments. Revenue management requires forecasting various elements such as demand
Revenue_management
Self-managing characteristics of distributed computing resources
characteristics, adapting to unpredictable changes while hiding intrinsic complexity to operators and users. Initiated by IBM in 2001, this initiative ultimately
Autonomic_computing
American financial technology company
networks, affiliate networks, and publishers because of the high volume and complexity of making payments, fraud risk, and regulation in the online advertising
Tipalti
Exploration of possible solutions
has found use in fields including engineering design, technological forecasting, organizational development and policy analysis. General morphology was
Morphological analysis (problem-solving)
Morphological_analysis_(problem-solving)
Analytical tool in economics
explanations of macroeconomic ideas; but therefore quantitative application to forecasting, testing, or policy evaluation is usually impossible without substantially
Macroeconomic_model
Field of mathematics and science based on non-linear systems and initial conditions
the first time makes the trajectory of the team unknowable. Traffic forecasting may benefit from applications of chaos theory. Better predictions of
Chaos_theory
Ask the right question Know the context Inspect the data Not worship complexity Look long and hard at thy results Beware the costs of data mining Be willing
Peter_Kennedy_(economist)
GSM mobile phone by Nokia
Finnish manufacturer with rights to market phones under the Nokia brand, forecasting a price point of €49. On 26 February 2017, the modernized version of
Nokia_3310
Natural interconnection of food chains
laws, complexity, chaos, and pattern correlates are common features attributed to food web structure. Food webs are extremely complex. Complexity is a
Food_web
Process to choose a course of action
(2001). "Role playing: a method to forecast decisions". In Armstrong, Jon Scott (ed.). Principles of forecasting: a handbook for researchers and practitioners
Decision-making
Canadian-American political scientist (born 1954)
Philip (8 August 2023), Forecasting Existential Risks: Evidence from a Long-Run Forecasting Tournament (PDF), Forecasting Research Institute, Wikidata Q122208144
Philip_E._Tetlock
Russian academic
Research, Deputy Director of the Eurasian Center for Big History & System Forecasting at the Institute of Oriental Studies of the Russian Academy of Sciences
Leonid_Grinin
2018 film by John Krasinski
can't protect our children?' The answers are worked out with satisfying complexity and genuine feeling, proving indeed that home is where family is." The
A_Quiet_Place
American musician and social activist (1919–2014)
more acceptable to mass audiences by omitting some of its percussive complexities, while presumably still preserving the characteristic driving rhythmic
Pete_Seeger
System property
complements scenario planning by omitting causation" (PDF). Technological Forecasting and Social Change. 82: 215–225. doi:10.1016/j.techfore.2013.07.001. Naji
Antifragility
Finance and accounting management process
the press of a button, however, various factors such as legacy systems, complexity, changing information needs and so on usually mean a team is needed on
Record_to_report
science may be categorized into two broad areas: 1. forecasting and 2. optimization. The forecasting problem reflects the fact that the pricing decisions
Pricing_science
Software size estimation technique
number and complexity of use cases. Unadjusted Actor Weight (UAW) – the point size of the software that accounts for the number and complexity of actors
Use_case_points
Software metric used to measure the size of a computer program
discrepancies of an order of magnitude can be clear indicators of software complexity or man-hours. There are two major types of SLOC measures: physical SLOC
Source_lines_of_code
Experiential learning method
has applications in forecasting. One forecasting method is to simulate the condition(s) being studied. Some experts in forecasting have found that role-thinking
Roleplay_simulation
Possible purchase of the F-35 for Canada
of faith-based procurement, the Harper government can now ignore the complexities and inefficiencies of design specifications, equipment testing, contract
Lockheed Martin F-35 Lightning II Canadian procurement
Lockheed_Martin_F-35_Lightning_II_Canadian_procurement
Form of the Delphi method
(1999-10-01). "The Delphi technique as a forecasting tool: issues and analysis". International Journal of Forecasting. 15 (4): 353–375. doi:10.1016/S0169-2070(99)00018-7
Real-time_Delphi
French researcher (born 1957)
piezo-electricity in polycrystals has been applied to the Earth's crust. Earthquake forecasting differs from prediction in the sense that no alarm is issued, but a time-dependent
Didier_Sornette
models. Neural networks can be used to assist in pattern classification, forecasting and marketing analysis. Classification of customers can be facilitated
Artificial intelligence in marketing
Artificial_intelligence_in_marketing
Forecasting rules for quantum computing
Quantum optimization Quantum phase estimation Shor's Simon's VQE Quantum complexity theory BQP DQC1 EQP QIP QMA PostBQP Quantum processor benchmarks Quantum
Quantum computing scaling laws
Quantum_computing_scaling_laws
Strategic management
capabilities Forecasting Foresight (future studies) Futurology Real options valuation Scenario planning Strategic foresight Technology forecasting Technology
Corporate_foresight
Russian intelligent personal assistant software
challenging for the Russian language due to its grammatical and morphological complexities. To handle it, Alice was equipped with Yandex’s SpeechKit, which, according
Alice_AI
Video game played on a mobile device
calculators became more powerful and memory sizes increased, games increased in complexity.[citation needed] By the 1990s, programmable calculators were able to
Mobile_game
Branch of applied mathematics
conditions. Data assimilation plays an increasingly important role in weather forecasting. Some statistical problems come under the heading of mathematical geophysics
Geomathematics
Languages associated with scientific research
Nevertheless, significant criticism was still addressed at a few remaining complexities of the language, as well as its lack of scientific purpose and technical
Languages_of_science
Regulations for uses of radioactive materials
failure at Three Mile Island was a consequence of the system's immense complexity. Such modern high-risk systems, he realized, were prone to failures however
Nuclear_safety_and_security
Lebanese-American author (born 1960)
and aphorist. His work concerns problems of randomness, probability, complexity, and uncertainty. Taleb wrote Incerto, a five-volume work on the nature
Nassim_Nicholas_Taleb
Academic journal
discovering practical ways to manage 21st century life under growing complexity with a long-term perspective. The journal offers a much-needed forum for
Foresight (futures studies journal)
Foresight_(futures_studies_journal)
Systematic planning, management and control of innovation in organizations
adopted by whole society without the need of its alteration Technology forecasting – the prediction of future characteristics of useful technological machines
Innovation_management
Israeli-American psychologist and economist (1934–2024)
and predicted utility. Predicted utility (better known as affective forecasting) is the predicted experienced utility for a future experience. Remembered
Daniel_Kahneman
subjective interpretation of The Limits to Growth, a 1970 MIT computer study forecasting economic, social and political collapse by no later than 2020. "Recycling:
List of The Nature of Things episodes
List_of_The_Nature_of_Things_episodes
Accounting of heat created within the Earth
"Explained: Dynamo Theory". MIT News. Kageyama, Akira; Sato, Tetsuya; the Complexity Simulation Group (1 January 1995). "Computer simulation of a magnetohydrodynamic
Earth's_internal_heat_budget
dampness, which makes it a good material for hygrometers, with hemp strings forecasting rain by getting shorter, and dry weather by lengthening again. In the
History_of_cannabis_in_Italy
Theories about the end of the universe
ISBN 978-0-684-86576-8. Chaisson, Eric (2001). Cosmic Evolution: The Rise of Complexity in Nature. Harvard University Press. ISBN 978-0-674-00342-2. Dyson, Freeman
Ultimate_fate_of_the_universe
Violently rotating column of air
Influencing the Creation of Bands of Strong Bands". Bible of Weather Forecasting. 1 (4): 57–58. Edwards, Roger (18 July 2008). "Rope Tornado". National
Tornado
French hedge fund
to further the understanding of financial markets, improve economic forecasting and enhance investment strategies. In 2009 CFM created the CFM Foundation
Capital_Fund_Management
Systems-based study of economic processes
multi-agent economic models, enhancing realism and emergent behaviour forecasting. The "agents" in ACE models can represent individuals (e.g. people),
Agent-based computational economics
Agent-based_computational_economics
High-speed railway line between Tokyo and Osaka
than the project ultimately required because of its cost and technical complexity. The National Diet approved the plan in December 1958, allocating ¥194
Tokaido_Shinkansen
American computer scientist and software engineer
Programme on AIDS, developing software for statistical modeling and forecasting of the HIV/AIDS pandemic. After graduate school, Dean worked at DEC/Compaq's
Jeff_Dean
English meteorologist and mathematician (1881–1953)
and pacifist who pioneered modern mathematical techniques of weather forecasting, and the application of similar techniques to studying the causes of
Lewis_Fry_Richardson
travel, tourism, insurance
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