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Word Matrix

Matrix is a rectangular array of quantities or expressions set out by rows and columns; treated as a single element and manipulated according to rules. Mind Maps

Formulating the Logical Constructs of Human Thinking

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matrixMatrix (Mathematics) is a rectangular array of numbers, symbols, or expressions, arranged in rows and columns.


Matrix Similarity matrices represent the same linear operator under two different bases.

Traceability Matrix is a document, usually in the form of a table, used to assist in determining the completeness of a relationship by correlating any two baselined documents using a many-to-many relationship comparison.

Visual Maps - Linking Data

Extracellular Matrix is a collection of extracellular molecules secreted by cells that provides structural and biochemical support to the surrounding cells.

Matrix Attachment Region are sequences in the DNA of eukaryotic chromosomes where the nuclear matrix attaches.

Matrix (music) is an element of variations which does not change.

Similarity Matrix is a real-valued function that quantifies the similarity between two objects.

Position-Specific Scoring Matrix is a commonly used representation of motifs (patterns) in biological sequences. Also known as a position-specific weight matrix (PSWM) or position-specific scoring matrix (PSSM).

Brain Matrix

Matrix Mechanics is a formulation of quantum mechanics interpreting the physical properties of particles as matrices that evolve in time.

Matrix (biology) is the material (or tissue) in animal or plant cells, in which more specialized structures are embedded, and a specific part of the mitochondrion that is the site of oxidation of organic molecules. The internal structure of connective tissues is an extracellular matrix. Finger nails and toenails grow from matrices. It is found in various connective tissue. It is generally used as a jelly like structure instead of cytoplasm in connective tissue.

Cellular Automaton consists of a regular grid of cells, each in one of a finite number of states, such as on and off (in contrast to a coupled map lattice). The grid can be in any finite number of dimensions. For each cell, a set of cells called its neighborhood is defined relative to the specified cell. An initial state (time t = 0) is selected by assigning a state for each cell. A new generation is created (advancing t by 1), according to some fixed rule (generally, a mathematical function) that determines the new state of each cell in terms of the current state of the cell and the states of the cells in its neighborhood. Typically, the rule for updating the state of cells is the same for each cell and does not change over time, and is applied to the whole grid simultaneously, though exceptions are known, such as the stochastic cellular automaton and asynchronous cellular automaton.

Substitution Matrix describes the rate at which one character in a sequence changes to other character states over time.

Distance Matrix is a matrix (two-dimensional array) containing the distances, taken pairwise, between the elements of a set. Depending upon the application involved, the distance being used to define this matrix may or may not be a metric.

Formulation Logic are simple, first-order Logic knowledge representations of natural language sentences formed by the conjunction of concept predicates related through shared arguments.

First-Order Logic is a collection of formal systems used in mathematics, philosophy, linguistics, and computer science. It is also known as first-order predicate calculus, the lower predicate calculus, quantification theory, and predicate logic. First-order logic uses quantified variables over (non-logical) objects. It allows the use of sentences that contain variables, so that rather than propositions such as Socrates is a man one can have expressions in the form X is a man where X is a variable. This distinguishes it from propositional logic, which does not use quantifiers.

Thinking Levels

Word2vec is a group of related models that are used to produce word embedding's. These models are shallow, two-layer
neural networks that are trained to reconstruct linguistic contexts of words.

Word Embedding is the collective name for a set of language modeling and feature learning techniques in natural language
processing (NLP) where words or phrases from the vocabulary are mapped to vectors of real numbers in a low-dimensional space relative to the vocabulary size ("continuous space"). translate the relationships between words into numbers so that a computer can work with them. Bias

Word Matrix 


First see the words in each Row from Left to Right - Connotation
Then see the words in each Column from Top to Bottom - Association
Then look at the words in each Group and as a Whole - Construct

First Layer Word Matrix
Word Matrix - First Layer

Second Layer Word Matrix
Below is the second level word matrix that goes behind the single words above in the top level word matrix. Two similar words with similar meanings for each single word above in the top level word matrix. Understand the Progressions and Connections in each Row from Left to Right and each Column from Top to Bottom.
Subset - Dimensions

Word Matrix - Second Layer
Communication Layers Hidden


Community Structure if the nodes of the network can be easily grouped into (potentially overlapping) sets of nodes such
that each set of nodes is densely connected internally. In the particular case of non-overlapping community finding, this implies that the network divides naturally into groups of nodes with dense connections internally and sparser connections between groups. But overlapping communities are also allowed. The more general definition is based on the principle that pairs of nodes are more likely to be connected if they are both members of the same community(ies), and less likely to be connected if they do not share communities. A related but different problem is community search, here the goal is to find a community that a certain vertex belongs to. Louvain Modularity is the Louvain Method for community detection is a method to extract communities from large networks.

Connotation is what you must know in order to determine the reference of an expression. Connotation is a commonly understood cultural or emotional association that some word or phrase carries, in addition to the word's or phrase's explicit or literal meaning, which is its denotation.

Organizing - Cross-Reference

Index (publishing) - Linking

Permalink is a URL that is intended to remain unchanged for many years into the future, yielding a hyperlink that is less susceptible to link rot. Permalinks are often rendered simply, that is, as friendly URLs, so as to be easy for people to type and remember. Most modern blogging and content-syndication software systems support such links. Sometimes URL shortening is used to create them.

Machine Learning

Association is the state of being connected together. A relation resulting from interaction or dependence. Logical Connections. 

Associations is a process by which representations arise in consciousness, and also for a principle put forward by an important historical school of thinkers to account generally for the succession of mental phenomena.

Association (psychology) refers to a connection between conceptual entities or mental states that results from the similarity between those states or their proximity in space or time.

Association (object-oriented programming)
Word Association Games
Associative Memory (Simultaneous)

Associative Model of Data is a data model for database systems. Other data models, such as the relational model and the object data model, are record-based. These models involve encompassing attributes about a thing, such as a car, in a record structure. Such attributes might be registration, colour, make, model, etc. In the associative model, everything which has “discrete independent existence” is modeled as an entity, and relationships between them are modeled as associations. The granularity at which data is represented is similar to schemes presented by Chen (Entity-relationship model); Bracchi, Paolini and Pelagatti (Binary Relations); and Senko (The Entity Set Model).

Associative Memory Base or Content-addressable memory, is a special type of computer memory used in certain very-high-speed searching applications.

Associative Storage
Search Technology

Coupling (computer programming) is the degree of interdependence between software modules; a measure of how closely connected two routines or modules are; the strength of the relationships between modules. Coupling is usually contrasted with cohesion. Low coupling often correlates with high cohesion, and vice versa. Low coupling is often a sign of a well-structured computer system and a good design, and when combined with high cohesion, supports the general goals of high readability and maintainability

Brainwave Entrainment 

Association of ideas is a process by which representations arise in consciousness, and also for a principle put forward by an important historical school of thinkers to account generally for the succession of mental phenomena.

Similarity - Contiguity - Contrast

"Neurons that fire together wire together."

Paired Associate Learning is the presentation of one leads to the recall of the other. Learning of Pairs of items. (PAL)

Ontology is a Knowledge domain that is usually hierarchical and contains all the relevant entities and their relations.

Ontology (information science) are types, properties, and interrelationships of the entities that really or fundamentally exist for a particular domain of discourse.

Relation is an abstraction belonging to or characteristic of two entities or parts together. 
Thematic Euclid


Relating is to make a logical or causal connection. Be relevant to. Be in a relationship with. Have or establish a relationship to. 


Sample is a small part of something intended as representative of the whole. All or part of a natural object that is collected and preserved as an example of its class.

is a relation between things or events (as in the case of one causing the other or sharing features with it)
The act of bringing two things into contact (especially for communication).

Set (mathematics) is a well-defined collection of distinct objects, considered as an object in its own right.


The process of bringing ideas or events together in memory or imagination.

Ethernet Hub
Parse Tree
Binary Symmetric Channel
Shannon Weaver Model
Fourier Analysis
Heaviside Step Function
Word Triangles (PDF)
Intersection Set Theory
Venn Diagram
Grey Relational Analysis
Mind Maps
Cognitive Model 

is a reciprocal relation between two or more things. A Statistical relation between two or more variables such that systematic changes in the value of one variable are accompanied by systematic changes in the other. 

Visual Maps
Relational Database

Network is an interconnected system of things or people. Reciprocally connected. Operating as a unit. 

Network Science
Computer Network 

Complex Network is a graph (network) with non-trivial topological features—features that do not occur in simple
networks such as lattices or random graphs but often occur in graphs modelling of real systems.

Biological Network is any network that applies to biological systems. A network is any system with sub-units that are linked into a whole, such as species units linked into a whole food web. Biological networks provide a mathematical representation of connections found in ecological, evolutionary, and physiological studies, such as neural networks. The analysis of biological networks with respect to human diseases has led to the field of network medicine, which is the application of network science towards identifying, preventing, and treating diseases.

Narrative Network is a system which represents complex event sequences or characters’ interactions as depicted by a narrative text.

Network Motif
Hopfield Network is a form of recurrent Artificial Neural Network.
Relational Frame Theory

Affinity in immunology is the attraction between an antigen and an antibody. (anthropology) kinship by marriage or adoption; not a blood relationship. (biology) state of relationship between organisms or groups of organisms resulting in resemblance in
structure or structural parts. A close connection marked by community of interests or similarity in nature or character.
The force attracting atoms to each other and binding them together in a molecule. Inherent resemblance between persons or things. A natural attraction or feeling of kinship. 

System Integration

Affine is pertaining to the Geometry of Affine Transformations.  

Representational State Transfer are one way of providing interoperability between computer systems on the Internet. Interoperability is the ability to exchange and use information (usually in a large heterogeneous network made up of several local area networks).

Simultaneous Subject Teaching
Logically Ordered Steps
Thinking Layers
Knowledge Management

Data Set corresponds to the contents of a single database table, or a single statistical data matrix, where every column of the table represents a particular variable, and each row corresponds to a given member of the data set in question. The data set lists values for each of the variables, such as height and weight of an object, for each member of the data set. Each value is known as a datum. The data set may comprise data for one or more members, corresponding to the number of rows. The term data set may also be used more loosely, to refer to the data in a collection of closely related tables, corresponding to a particular experiment or event. An example of this type is the data sets collected by space agencies performing experiments with instruments aboard space probes.

Set (mathematics) is a well-defined collection of distinct objects, considered as an object in its own right.

Data Model is an abstract model that organizes elements of data and standardizes how they relate to one another and to properties of the real world. For instance, a data model may specify that a data element representing a car comprise a number of other elements which in turn represent the color, size and owner of the car.

Data Matrix is a matrix of data of dimension n-by-p, where n is the number of samples observed, and p is the number of variables (features) measured in all samples.

Table (database) is a collection of related data held in a structured format within a database. It consists of columns, and rows.
a table is a set of data elements (values) using a model of vertical columns (identifiable by name) and horizontal rows, the cell being the unit where a row and column intersect. A table has a specified number of columns, but can have any number of rows. Each row is identified by one or more values appearing in a particular column subset. The columns subset which uniquely identifies a row is called the primary key.

Flat File Database is a database which is stored on its host computer system as an ordinary "flat file". To access the structure of the data and manipulate it, the file must be read in its entirety into the computer's memory. Upon completion of the database operations, the file is again written out in its entirety to the host's file system. In this stored mode the database is "flat", which means it has no structure for indexing and there are usually no structural relationships between the records. A flat file can be a plain text file or a binary file.

Relational Database is a digital database whose organization is based on the relational model of data. The various software systems used to maintain relational databases are known as a relational database management system (RDBMS). Virtually all relational database systems use SQL (Structured Query Language) as the language for querying and maintaining the database.

Content-Addressable Memory is a special type of computer memory used in certain very-high-speed searching applications. It is also known as associative memory, associative storage, or associative array, although the last term is more often used for a programming data structure. It compares input search data (tag) against a table of stored data, and returns the address of matching data (or in the case of associative memory, the matching data).

Data Matrix (multivariate statistics) is a matrix of data of dimension n-by-p, where n is the number of samples observed, and p is the number of variables (features) measured in all samples. In this representation different rows typically represent different repetitions of an experiment, while columns represent different types of data (say, the results from particular probes). For example, suppose an experiment is run where 10 people are pulled off the street and asked four questions. The data matrix M would be a 10×4 matrix (meaning 10 rows and 4 columns). The datum in row i and column j of this matrix would be the answer of the i th person to the j th question.

Grid Computing is the collection of computer resources from multiple locations to reach a common goal.
Mesh Networking
Internet Web
Internet Collaboration

Schema is an internal representation of the world; an organization of concepts and actions that can be revised by new information about the world. A schematic or preliminary plan.

Human Operating System
Spatial Intelligence
Language of Thought Hypothesis

is the combining materials and parts. Put together out of artificial or natural components or parts. Draw with suitable instruments and under specified conditions. Create by linking linguistic units.  

Transitive Relation

Create by organizing and linking ideas, arguments, or concepts.


Conceptual Framework is an analytical tool with several variations and contexts. It is used to make conceptual distinctions and organize ideas. Strong conceptual frameworks capture something real and do this in a way that is easy to remember and apply.

Computing Platform where any piece of software is executed. It may be the hardware or OS, even a web browser as long as the code is executed in it. The stage on which computer programs can run. The combination of a particular computer and a particular operating system.

Software Framework is an abstraction in which software providing generic functionality can be selectively changed by additional user-written code, thus providing application-specific software. A software framework is a universal, reusable software environment that provides particular functionality as part of a larger software platform to facilitate development of software applications, products and solutions. Software frameworks may include support programs, compilers, code libraries, tool sets, and application programming interfaces (APIs) that bring together all the different components to enable development of a project or system.

Software Feature feature-rich when it has many options and functional capabilities available to the user.

OSI Model is a conceptual model that characterizes and standardizes the communication functions of a telecommunication or computing system without regard to their underlying internal structure and technology. Its goal is the interoperability of diverse communication systems with standard protocols. The model partitions a communication system into abstraction layers. The original version of the model defined seven layers.

Technology Stack is a set of software subsystems or components needed to create a complete platform such that no additional software is needed to support applications. Applications are said to "run on" or "run on top of" the resulting platform. Some definitions of a platform overlap with what is known as system software.

Abstraction Layer is a way of hiding the implementation details of a particular set of functionality, allowing the separation of concerns to facilitate interoperability and platform independence.

Open Systems Interconnection is an effort to standardize computer networking.

Enterprise Architecture Framework defines how to create and use an enterprise architecture. An architecture framework provides principles and practices for creating and using the architecture description of a system. It structures architects' thinking by dividing the architecture description into domains, layers or views, and offers models - typically matrices and diagrams - for documenting each view. This allows for making systemic design decisions on all the components of the system and making long-term decisions around new design, requirements, sustainability and support.

Enterprise Architecture is a defined practice for conducting enterprise analysis, design, planning, and implementation, using a holistic approach at all times, for the successful development and execution of strategy. Enterprise architecture applies architecture principles and practices to guide organizations through the business, information, process, and technology changes necessary to execute their strategies. These practices utilize the various aspects of an enterprise to identify, motivate, and achieve these changes.

Encapsulation Object-Oriented Programming is used to refer to one of two related but distinct notions, and sometimes to the combination thereof: A language mechanism for restricting direct access to some of the object's components. A language construct that facilitates the bundling of data with the methods (or other functions) operating on that data.

"One of  the best things about the digital world is that we can see Multiple Layers Deep, without moving."

is an agreement of results or opinions. Acting together, as agents or circumstances or events.  A state of cooperation. The temporal property of two things happening at the same time.  

String (computer science)
Concurrency (computer science)
Grouping heuristics for word-level decision diagrams
Familiarity Heuristic

Structure is the complex composition of knowledge as elements and their combinations. Having definite and highly organized structure. A thing constructed; a complex entity constructed of many parts. The manner of construction of something and the arrangement of its parts. Structure is an arrangement and organization of interrelated elements in a material object or system, or the object or system so organized. Material structures include man-made objects such as buildings and machines and natural objects such as biological organisms, minerals and chemicals. Abstract structures include data structures in computer science and musical form. Types of structure include a hierarchy (a cascade of one-to-many relationships), a network featuring many-to-many links, or a lattice featuring connections between components that are neighbors in space.
Complexities describes the behaviour of a system or model whose components interact in multiple ways and follow local rules, meaning there is no reasonable higher instruction to define the various possible interactions. Generally used to characterize something with many parts where those parts interact with each other in multiple ways, culminating in a higher order of emergence greater than the sum of its parts.

Web Application Framework
Logical Framework Approach
Data Structure
Linked Data Structure
Structured Programming
Default Mode Network
List of Data Structures
Unstructured Data
Structured Analysis
Software Architecture

Abstract Structure in mathematics is a formal object that is defined by a set of laws, properties, and relationships in a way that is logically if not always historically independent of the structure of contingent experiences, for example, those involving physical objects. Abstract structures are studied not only in logic and mathematics but in the fields that apply them, as computer science, and in the studies that reflect on them, such as philosophy and especially the philosophy of mathematics.

Combination - Working Together

Structure Mapping Engine systematicity principle, which states that connected knowledge is preferred over independent facts. Therefore, the structure mapping engine should ignore isolated source-target mappings unless they are part of a bigger structure. The SME, the theory goes, should map objects that are related to knowledge that has already been mapped.

Latticework is an openwork framework consisting of a criss-crossed pattern of strips of building material, typically wood or metal. The design is created by crossing the strips to form a network. Can be ornamental criss-crossed framework, an arrangement of crossing laths or other thin strips of material.

Lattice is an arrangement of points or particles or objects in a regular periodic pattern in 2 or 3 dimensions.

Lattice (group)
Lattice (order) is an abstract structure studied in the mathematical subdisciplines of order theory and abstract algebra.
Lattice Path

Optical Lattice is formed by the interference of counter-propagating laser beams, creating a spatially periodic polarization pattern. The resulting periodic potential may trap neutral atoms via the Stark shift.[why?] Atoms are cooled and congregate in the locations of potential minima. The resulting arrangement of trapped atoms resembles a crystal lattice.

Electrical Grid

Mesh is a barrier made of connected strands of metal, fiber, or other flexible/ductile materials. A mesh is similar to a web or a net in that it has many attached or woven strands.

Mesh Generation is the practice of generating a polygonal or polyhedral mesh that approximates a geometric domain.

Mesh Networking
Spider Web
Activity Relationship Chart
Category Theory
Set Theory
Ring Theory
Group Theory

is causing to be structured or ordered or operating according to some principle or idea. Bring order and organization to. Plan and direct (a complex undertaking)   Arrange by systematic planning and united effort.

Human Operating System
Human Search Engine

"I'm temporally assigning connections. Organizing is an on going process. You find new ways that things can be organized. You
organize information in several different ways so that the information can be utilized in more then one way, and so that it can also be adjusted for unique applications."

Mental Orientation is a person's awareness of self with regard to position and time and place and personal relationships.

Matrix Multiplication is a binary operation that takes a pair of matrices, and produces another matrix. Numbers such as the real or complex numbers can be multiplied according to elementary arithmetic. On the other hand, matrices are arrays of numbers, so there is no unique way to define "the" multiplication of matrices. As such, in general the term "matrix multiplication" refers to a number of different ways to multiply matrices. The key features of any matrix multiplication include: the number of rows and columns the original matrices have (called the "size", "order" or "dimension"), and specifying how the entries of the matrices generate the new matrix.

Words that go Together

Get or Gather Together

Cause to be structured or ordered or operating according to some principle or idea
Set Up

Estimate the nature of, quality, ability, extent, or significance of

Make or cause to be or to become, Bring into existence.

Carry on or function, Handle effectively

Transition Words - Linking Words (PDF)

Language of Thought Hypothesis describes the nature of thought as possessing "language-like" or compositional structure (sometimes known as mentalese). On this view, simple concepts combine in systematic ways (akin to the rules of grammar in language) to build thoughts. In its most basic form, the theory states that thought, like language, has syntax.

Word Embedding Bias

Word Embedding Bias

The Thinker Man