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Inferential programming information


In most computer programming, a programmer keeps a program's intended results in mind and painstakingly constructs a program to achieve those results. Inferential programming refers to (still mostly hypothetical) techniques and technologies enabling the inverse. This would allow describing an intended result to a computer, using a metaphor such as a fitness function, a test specification, or a logical specification, and then the computer, on its own, would construct a program needed to meet the supplied criteria.

During the 1980s, approaches to achieve inferential programming mostly involved techniques for logical inference. Today the term is sometimes used in connection with evolutionary computation techniques that enable a computer to evolve a solution in response to a problem posed as a fitness or reward function.

In July 2022, GitHub Copilot was released, which is an example of inferential programming.

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Inferential programming

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computer programming, a programmer keeps a program's intended results in mind and painstakingly constructs a program to achieve those results. Inferential programming...

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Inferential

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Inference (logic) Inferential mood (grammar) Inferential programming Inferential role semantics Inferential theory of learning Informal inferential reasoning...

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Metaprogramming

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Compile-time reflection Genetic programming Homoiconicity Inferential programming Instruction set simulator Intentional Programming Interpreted language Machine...

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Evolutionary computation

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operators Grammatical evolution Human-based evolutionary computation Inferential programming Interactive evolutionary computation List of digital organism simulators...

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List of hypothetical technologies

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weapon Vertical zoo Wearable generator Dentifrobot Hypercomputer Inferential programming Plant-based digital data storage Quantum memory Quantum money Robotoid...

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Inference

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Immediate inference – Logical inference from a single statement Inferential programming Inquiry – Any process that has the aim of augmenting knowledge...

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Fitness function

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and another example can be found in. Evolutionary computation Inferential programming Test functions for optimization Loss function A Nice Introduction...

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Statistics

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from a sample using indexes such as the mean or standard deviation, and inferential statistics, which draw conclusions from data that are subject to random...

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Accelerated Reader

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available books in a school's library and the lack of assessment of "inferential or critical thinking skills" as weaknesses of the software. Their guide...

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PF

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derived from measuring external reference points Psychometric function, an inferential psychometric model Horowitz index (PF), blood oxygenation Personal foul...

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General Problem Solver

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combinatorial explosion. Put another way, the number of "walks" through the inferential digraph became computationally untenable. (In practice, even a straightforward...

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Analytical skill

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decision that needs to be made. It consists of descriptive analysis and inferential analysis. Descriptive analysis provides information about a sample set...

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Logic translation

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An often-cited criterion states that translations should preserve the inferential relations between sentences. This implies that if an argument is valid...

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Advanced process control

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and dynamics (i.e. dead-times and lag times). Inferential Measurements: The concept behind inferentials is to calculate a stream property from readily...

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Material conditional

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{\displaystyle Q} is false. Material implication can also be characterized inferentially by modus ponens, modus tollens, conditional proof, and classical reductio...

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Data analysis

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depending on the implemented model's accuracy (e.g., Data = Model + Error). Inferential statistics includes utilizing techniques that measure the relationships...

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Nonlinear regression

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will the error structure of the model and the interpretation of any inferential results. These may not be desired effects. On the other hand, depending...

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Interdisciplinarity

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rigor in theoretical and qualitative argumentation. An interdisciplinary program may not succeed if its members remain stuck in their disciplines (and in...

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Flow conditioning

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closely resembles the "laboratory" environment for proper performance of inferential flowmeters like orifice, turbine, coriolis, ultrasonic etc. Basically...

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Salstat

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all sorts of analyses including descriptive statistics and a range of inferential tests (both parametric and nonparametric). It is written in the Python...

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Exploratory data analysis

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Python, an open-source programming language widely used in data mining and machine learning. R, an open-source programming language for statistical...

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Methodology

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start by listing known definitions and axioms and proceed by taking inferential steps, one at a time, until the solution to the initial problem is found...

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Dissociative identity disorder

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Dissociative Experiences and Schizotypal Personality Traits: Mediating Role of Inferential Confusion". Iranian Journal of Psychiatry. 17 (1): 52–60. doi:10.18502/ijps...

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Haida language

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the inferential forms. The past and inferential forms are both used to refer to events in the past, but differ in evidentiality: the inferential marks...

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Veronica Dahl

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the main incarnations of inferential programming that she helped pioneer: Logic programming, Constraint- based Programming, and Logic Grammars. She also...

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Modularity of mind

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domains) and non-inferential (straight pathways with no information added). Low-level processes are unlike reflexes in that they can be inferential. This can...

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Correspondence analysis

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chi-squared test. Although the χ 2 {\displaystyle \chi ^{2}} statistic used in inferential statistics and the chi-square distance are computationally related they...

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