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Balance theory

Balance theory is a foundational concept in , introduced by in , which posits that individuals strive for cognitive consistency in their attitudes and perceptions, particularly within triadic relationships involving a person (P), another person or entity (O), and an object or idea (X). This theory emphasizes that balanced states—where the sentiments (positive or negative) and unit relations (such as similarity or ) among these elements align harmoniously—reduce psychological tension, while imbalanced states motivate changes in attitudes, perceptions, or behaviors to restore . At its core, balance theory operates on the principle that a triad is balanced if all relations are positive (e.g., P likes O, O is positively connected to X, and P likes X) or if two relations are negative and one is positive (e.g., P likes O, but O is negatively connected to X, and thus P dislikes X). Heider described this as follows: "In the case of three entities, a balanced state exists if all three relations are positive in all respects, or if two are negative and one positive." Imbalances, such as when P likes both O and X but O dislikes X, create discomfort, prompting individuals to resolve the inconsistency through mechanisms like altering their sentiment toward one element, reinterpreting relations, or even changing the social structure. Rooted in Gestalt psychology's emphasis on perceptual organization and simplicity, Heider's ideas were further elaborated in his 1958 book The Psychology of Interpersonal Relations, influencing subsequent research in attitude formation, interpersonal dynamics, and . The theory has been applied to understand phenomena like formation, reduction, and even neural responses to social inconsistencies, demonstrating its enduring relevance in studies, including a 2024 study corroborating it using statistical physics.

History and Development

Fritz Heider's Contributions

, an Austrian psychologist born in in 1896, emigrated to the in 1930 to accept research and teaching positions at the Clarke School for the Deaf and in . He continued his research in during this period before accepting a professorship in the Department of at the in 1947, where he remained until his retirement in 1966. Heider's work was deeply influenced by , which he encountered during his studies in , emphasizing holistic patterns in and . Heider first introduced the core ideas of balance theory in his seminal 1946 paper, "Attitudes and Cognitive Organization," published in The Journal of Psychology. In this work, he proposed that individuals strive for psychological balance in their cognitive structures, particularly within triadic relations involving a , another , and an object or event. Heider argued that balanced states—where attitudes and relations align consistently—reduce cognitive tension, while imbalances prompt adjustments in perceptions or behaviors to restore harmony. This formulation laid the groundwork for understanding how sentiments and causal units interact to organize interpersonal attitudes. Heider significantly expanded balance theory in his influential 1958 book, The Psychology of Interpersonal Relations, published by John Wiley & Sons. Here, he integrated the concept with attribution processes, exploring how people intuitively attribute causes to actions—such as intentions or environmental factors—to make sense of social interactions. The book also connected balance to broader cognitive mechanisms, including unit formation and the of , providing a comprehensive framework for interpersonal dynamics. Central to Heider's contributions was his view of balance theory as an element of "naive psychology," or common-sense psychology, which describes the intuitive ways perceive and interpret relations. Heider posited that individuals naturally seek in their views of the self, others, and external objects, using everyday reasoning to resolve inconsistencies and maintain perceptual equilibrium. This emphasis highlighted balance as a fundamental drive in human cognition, illustrated briefly through the P-O-X model involving the perceiver (P), other (O), and object (X).

Early Influences and Key Publications

Balance theory emerged from intellectual currents in , which emphasized holistic perception and the organization of cognitive elements into meaningful units. , drawing on these principles, incorporated ideas of perceptual balance and Prägnanz to explain . A key influence was Lewin's field theory, which conceptualized psychological tension systems and the drive toward equilibrium in cognitive structures, providing a framework for understanding consistency in social attitudes. Heider bridged Gestalt ideas to by applying these concepts to interpersonal relations, adapting notions of tension reduction to sentiment dynamics. The theory also connected to contemporaneous research on attitude change in the 1940s, where studies emphasized cognitive consistency as a motivator for persuasion outcomes. For instance, Carl Hovland's experimental work on how messages influence beliefs highlighted the role of internal consistency in resisting or accepting attitude shifts, laying groundwork for later consistency theories. This broader context of exploring attitudinal equilibrium amid wartime propaganda research informed the cognitive underpinnings of balance theory. Heider's foundational publication appeared in 1946 with the paper "Attitudes and Cognitive Organization" in the Journal of Psychology, introducing the core idea of balanced cognitive structures in social contexts. This was expanded in his 1958 book The Psychology of Interpersonal Relations, which served as a comprehensive synthesizing balance principles with and . The theory gained initial traction in the 1950s, coinciding with the in that shifted focus from behaviorist stimulus-response models to internal mental processes. Heider's work distinguished itself by formalizing consistency motives, influencing the field's move toward cognitive paradigms and prompting early extensions like structural balance models.

Fundamental Principles

Sentiment Relations

In balance theory, sentiment relations refer to directed affective links between entities, such as a (P) and another (O) or object (X), which are classified as either positive (+) or negative (-). These relations represent the emotional orientations individuals hold toward others or things in their psychological environment, forming the foundational building blocks for understanding interpersonal dynamics. Positive sentiment relations involve liking, , or , exemplified by a who admires or aligns with another entity's values or actions, such as "P likes O" or "P X." In contrast, negative sentiment relations encompass disliking, disagreement, or repulsion, as in "P dislikes O" or "P rejects X's position," reflecting aversion or conflict in affective ties. These valences are not symmetric; the directionality underscores that sentiments originate from the perceiver's perspective, influencing how entities are cognitively linked within one's life space. Sentiment relations play a central in cognitive organization by generating psychological tension when inconsistencies arise among them, prompting individuals to seek balance through adjustments in perception or behavior. For instance, conflicting sentiments—such as liking someone who holds opposing views—create discomfort that motivates resolution, either by altering the sentiment itself or reinterpreting the related entities to restore harmony. This process reflects a fundamental drive toward affective in the mind's structuring of . Unlike mere cognitive associations, which may connect entities neutrally without emotional weight, sentiment relations inherently carry and demand emotional investment, positioning them as active forces that shape motivational states and interpersonal adjustments. Sentiments thus integrate into broader structures, such as the P-O-X triad, where they interconnect to evaluate overall balance.

Unit Formation and Attribution

In balance theory, unit formation refers to the perceptual process by which perceive two or more as a cohesive psychological whole when connected by positive sentiment relations or other linking factors such as or similarity. For instance, if a (P) holds a positive toward another (O), such as liking or loving them, P tends to view P and O as a unified , often conceptualized as "we" rather than separate "I" and "you." This integration arises because positive sentiments foster a sense of belonging and harmony, drawing from principles where elements that share affective consistency are grouped together. Conversely, negative sentiment relations inhibit unit formation, resulting in perceptions of separation or opposition between the entities. When P dislikes O, for example, P and O are not perceived as a single unit; instead, their relational distance is emphasized, preventing the emotional fusion that positive links promote. This distinction ensures that affective inconsistencies do not merge into a dissonant whole, maintaining perceptual clarity in . Heider emphasized that such unit relations are foundational to attitudes, as they influence how sentiments toward one entity extend to associated objects or persons. The attribution aspect of unit formation links balanced perceptual units to causal explanations in everyday psychology. In balanced configurations, individuals readily attribute causes to maintain harmony within the unit; for example, if P likes O and both dislike a third entity X, P might attribute O's negative sentiment toward X to shared attitudes or values, reinforcing the P-O unit. Heider viewed attribution as a special case of unit formation, where causal links (e.g., seeing an action as stemming from a person's disposition) create or preserve affective consistency. Imbalanced units, however, generate psychological tension or dissonance, motivating reattribution—such as shifting blame to external factors—or changes in attitudes to restore perceptual equilibrium. Heider's proximity principle further elucidates unit formation by positing that spatial or relational closeness enhances the likelihood of perceiving entities as a unified whole. Drawing from , this principle suggests that entities in close proximity—whether physical, social, or conceptual—are more readily integrated into units, particularly when supported by positive sentiments, thereby facilitating balanced cognitive structures.

The P-O-X Model

Components of the Model

Balance theory, as formulated by , centers on the P-O-X triad, a structural model that examines the interplay of attitudes among three key entities to understand cognitive consistency in . In this framework, the components represent the perceiver, another individual, and an external referent, with their interconnections forming the basis for balanced or imbalanced states. The first component, P, denotes the or , who serves as the focal whose attitudes and sentiments toward the other elements are central to the model's analysis. P represents the subjective viewpoint from which social relations are evaluated, capturing how an individual's perceptions influence their emotional and cognitive responses. The second component, O, refers to the other person involved in the social dynamic, embodying the interpersonal aspect of the triad. highlights the relational ties between individuals, where mutual perceptions and sentiments shape the overall structure. The third component, X, is an impersonal entity such as an idea, object, or attitude target, distinct from the personal elements P and O. X provides the neutral or external focus that connects the perceiver and the other person, allowing the model to explore attitudes toward non-personal referents. Within the triad, the relations consist of sentiment links and unit relations. Sentiment relations (L) are positive (liking) or negative (disliking) attitudes, typically forming the P-O link (interpersonal sentiment between the and the other person) and the P-X link (the 's sentiment toward the object). The O-X link indicates the other person's relation to the object, which may be a sentiment or, more commonly when X is impersonal, a unit relation. Unit relations (U) represent perceived connections or belongingness, such as similarity, , , or opposition/, and can apply to any pair but are key for O-X. These relations, expressed with positive or negative signs, form the of the model. The triadic nature of the P-O-X model emphasizes the interconnectedness of three entities, enabling a nuanced capture of how attitudes toward one influence perceptions of the others and avoiding the limitations of simpler structures. Heider's rationale underscores that triads mirror the complexities of real , where human interactions are psychologically represented across multiple participants, fostering a drive for harmony in these interdependent relations.

Conditions for Balance

In balance theory, a triad consisting of a (P), another or (O), and an object or (X) achieves balance when the signs of the relations connecting these elements are consistent, as defined by the algebraic product of their signs. Specifically, the triad is balanced if the product of the signs of the P-O, P-X, and O-X relations is positive, indicating an even number of negative relations (either zero or two). This condition, formalized as \text{Sign}(P-O) \times \text{Sign}(P-X) \times \text{Sign}(O-X) = +1 for balance and -1 for imbalance, ensures cognitive by aligning the perceiver's attitudes with observed relations. Heider derived this rule from the principle that balanced states minimize perceptual discrepancies, drawing on notions of unit formation where inconsistent signs disrupt the perceived unity of the triad. The four balanced configurations arise from the possible combinations yielding a positive product: all positive relations (+++), where P likes O, O is positively related to X (e.g., likes or belongs to), and P likes X; or exactly two negative relations. These include: P dislikes O and P dislikes X, but O is positively related to X; P dislikes O and O is negatively related to X, but P likes X (often interpreted as the "enemy of my enemy" principle, where P views X favorably due to O's opposition); and P likes O but both P and O are negatively related to X (reflecting shared aversion). Each configuration represents structural stability, such as mutual liking in friendships or aligned dislikes in conflicts, promoting a cohesive cognitive structure without internal contradiction. Imbalanced triads, where the product is negative (one or three negative ), generate psychological tension, as the inconsistency between P's and the observed O-X creates cognitive strain. This disequilibrium motivates restorative actions, such as altering one (e.g., changing P's toward X), denying or reinterpreting a relation (e.g., perceiving O-X as less negative), or the perceived unit to segregate conflicting elements. Heider interpreted this process psychologically as a toward equilibrium, where balance reduces anxiety and fosters stable social perceptions, akin to minimizing dissonance in everyday interpersonal judgments. Subsequent empirical studies have supported these dynamics, showing individuals' preferences for balanced over imbalanced descriptions of relationships.

Applications and Examples

Interpersonal Relationships

Balance theory finds direct application in interpersonal relationships, where individuals seek in their sentiments toward others within the P-O-X , involving the person (P), another individual (O), and a third entity or person (X). In such triads, balance is achieved when positive or negative relations align consistently, fostering emotional equilibrium, while imbalances create tension that motivates adjustments in perceptions or behaviors. A classic illustration of imbalance occurs when P likes O, but O dislikes X, whom P also likes, resulting in that pressures resolution. For instance, if P admires O but O criticizes a mutual acquaintance X whom P values, P might resolve the strain by developing dislike for O, reevaluating their liking for X, or attempting to persuade O to adopt a more positive view of X. Heider described similar dynamics, such as when P worships O yet disapproves of O's dishonest act toward X, leading to discomfort until P reattributes the act or shifts their sentiment. Conversely, balance emerges in scenarios encapsulated by the proverb "the enemy of my enemy is my friend," where shared negative sentiments toward X strengthen the positive bond between P and O. Heider noted that common negative attitudes toward a can induce a sense of similarity and closeness between P and O, as when both express disapproval of X, aligning their relations into a stable configuration. In friendships, balance theory explains how mutual liking of shared interests reinforces ties, while divergences create strain. For example, if both P and O enjoy the same movie (X), this positive triad enhances their affinity, as the shared sentiment promotes unit formation and liking. Imbalance arises if P likes the movie but O dislikes it, potentially leading P to question O's taste or downplay the film's value to restore harmony; Heider emphasized that such common positive attitudes toward X foster enduring interpersonal connections. Romantic relationships similarly rely on balanced sentiments toward external entities, such as or shared values, to maintain harmony. When P and O both hold positive views of each other's members (X), this alignment supports their , as seen in cases where partners praise one another's relatives, reinforcing mutual affection. Divergent attitudes, like P liking O's values but O rejecting P's , introduce imbalance, often resolved by emphasizing complementary traits or shared goals to sustain the . Heider's 1958 analysis particularly highlighted family dynamics, where parental attitudes toward children must align for relational harmony. In one example, a parent (P) who likes their own child's playful noise (X) but dislikes a similar noise from a rival's child experiences balance through selective unit formation, perceiving the acts differently based on relational ties to O (the source). Imbalance in family triads, such as a father (P) unable to play with his son (O) due to a disability affecting X (the activity), generates tension unless reinterpreted as a barrier that aligns with familial wishes, illustrating how balance preserves emotional stability in close-knit interactions.

Cognitive Consistency in Attitudes

Balance theory applies to attitudes toward abstract objects and ideas, such as political ideologies or social policies, by positing that individuals strive for cognitive consistency across their sentiments in triadic structures involving the (P), another (O), and the attitude object (X). In these cases, imbalance arises when positive or negative relations among the elements fail to align harmoniously, prompting adjustments to restore equilibrium. This extension of the theory underscores a motivational drive toward perceptual beyond personal interactions. A representative example involves political attitudes: if person P positively regards friend O but O holds a negative view of political party X, while P supports X, the resulting imbalance may lead P to either revise their support for X to align with O or diminish their liking for O. Such resolutions demonstrate how balance theory elucidates attitude shifts in response to social ties involving non-personal entities. In the domain of persuasion, imbalanced configurations—such as liking a source (O) that endorses an unpopular idea (X)—often result in rejection of the message or modification of one's attitude toward X to achieve consistency, thereby influencing the effectiveness of communicative efforts. Balance theory thus frames persuasion as a process driven by the need to mitigate attitudinal tensions. This framework connects to broader cognitive processes by viewing balance as a key motive for alignment, akin to but distinct from other consistency theories like , which focus on conflicts rather than triadic sentiment relations. When the self serves as an object (P equated with X), imbalanced social connections can foster self-dislike, spurring changes in relational attitudes or behaviors to preserve positive self-evaluation. Early empirical investigations in the 1950s, including Newcomb's symmetry model derived from balance principles, revealed that such cognitive structures predict opinion conformity in group settings, with participants altering views on shared topics to symmetrize attitudes with valued others and reduce strain.

Extensions to Social Networks

Signed Graph Formalization

The signed graph formalization of balance theory emerged in the mid-1950s as a mathematical extension of Fritz Heider's psychological principles, primarily through the work of Frank Harary and Dorwin Cartwright. In 1953, Harary introduced the concept of signed graphs to model relational structures with positive and negative ties, providing a graph-theoretic foundation for balance. This was further developed in 1956 by Cartwright and Harary, who generalized Heider's ideas into a rigorous framework applicable to complex social networks beyond simple triads. Their seminal article in Psychological Review established signed graphs as the core tool for analyzing structural balance in social relations. In this formalism, a signed graph consists of vertices representing social actors or cognitive elements (such as persons or objects) and edges labeled with signs: positive (+) for friendly or concordant relations and negative (-) for antagonistic or dissonant ones. Edges may be directed to capture asymmetric sentiments, though undirected versions suffice for symmetric cases. This representation allows balance theory to scale from interpersonal dyads to larger networks, where the sign of a path or cycle is determined by the product of its edge signs: positive if even number of negatives, negative otherwise. A signed is defined as balanced if its vertex set can be partitioned into two disjoint subsets such that every positive connects vertices within the same subset and every negative connects vertices across subsets. This partition corresponds to an "us versus them" division, aligning with Heider's notion of cognitive harmony in social perceptions. Equivalently, as proven by Harary, a is balanced if and only if it contains no with an odd number of negative edges, ensuring all cyclic relations multiply to positive signs. For graphs that are not fully balanced, the frustration index quantifies the degree of imbalance as the minimum number of edge signs that must be reversed to achieve , providing a for partial structural . This , rooted in the foundational work of Harary and Cartwright, has become a standard measure in network analysis to evaluate deviations from ideal states.

Structural Balance in Groups

Structural balance theory, when applied to larger social groups, predicts that networks of positive and negative relations among members tend to cluster into stable configurations to minimize tension. In such balanced group structures, relations often form either fully positive cliques, known as "" groups where all members exhibit mutual , or polarized factions consisting of two subsets with positive ties internally and negative ties externally between the subsets. A prominent example of this dynamic appears in , where structural balance manifests through alliances and enmities; during the , for instance, the global order polarized into two factions—the U.S.-led Western and the Soviet-led —with positive relations within each and negative relations across the divide. Recognizing that real-world groups rarely achieve perfect balance due to inherent complexities, the theory has been extended to "weak balance," as proposed by Doreian and Mrvar (1996), which accommodates inconsistencies and permits multiple factions beyond a simple , as observed in empirical analyses of signed social networks. This formulation better explains multi-factional divisions in diverse group settings. In , structural balance serves as a framework for analyzing in communities, where imbalanced triads signal potential disputes, and groups realign relations—such as forming coalitions or severing ties—to restore and foster . In contemporary contexts, such as online platforms, structural balance patterns emerge from signed interactions like endorsements or criticisms, revealing polarized communities and factional in large-scale . Signed graphs provide the representational for modeling these group-level positive and negative ties in balance theory applications.

Criticisms and

Theoretical Limitations

Balance theory, as originally formulated by Heider, assumes positive or negative sentiments in interpersonal relations, which oversimplifies the complexity of human attitudes by neglecting nuanced, ambivalent, or neutral feelings toward others and objects. This framework limits the model's ability to capture the gradations in emotional responses, such as mild liking or conditional disapproval, that characterize real-world social interactions. Extensions like weighted balance models have addressed this by incorporating continuous sentiment values, underscoring the original theory's restrictive nature. The P-O-X model at the core of balance theory presents a static view of social relations, treating sentiments and unit formations as fixed states rather than evolving processes influenced by temporal or contextual factors. This static perspective fails to account for how relationships can shift dynamically due to changing circumstances, such as evolving personal experiences or external events, thereby constraining the theory's for ongoing . Some researchers have noted potential cultural biases in Heider's model, suggesting it may align more closely with individualistic values emphasizing cognitive , while collectivist societies might prioritize group over consistency. Balance theory differs from cognitive dissonance theory (Festinger, 1957) in its focus on triadic interpersonal inconsistencies rather than internal cognitive conflicts within an , highlighting a narrower scope for explaining . Festinger's framework addresses discomfort from dissonant beliefs or behaviors, whereas Heider emphasizes external relational balance, limiting overlap in their mechanisms for resolving tension. Newcomb's 1953 extension to symmetric relations among persons critiques Heider's asymmetric P-O-X structure, where sentiments from perceiver to other are not reciprocated, by introducing an ABX model that balances mutual orientations toward a common object. This highlights the limitation in Heider's original formulation, which overlooks bidirectional interpersonal dynamics essential for mutual understanding and tension reduction.

Research Findings and Modern Applications

Early empirical investigations provided initial support for balance theory through controlled experiments. In a seminal 1953 study, Nehemiah Jordan presented participants with hypothetical interpersonal triads involving positive and negative relations, finding a strong preference for balanced configurations over imbalanced ones, as measured by perceived tension and behavioral forces toward resolution. This work confirmed Heider's predictions that individuals strive to minimize cognitive strain in social perceptions. Subsequent research in the offered mixed evidence, with some studies affirming balance-seeking tendencies while others revealed tolerance for imbalance. For instance, James A. Davis's 1963 analysis of sociometric data from interpersonal relations supported structural balance, showing higher in balanced triads. However, experiments like those by Carol H. Fuller in 1974 highlighted inconsistencies across paradigms, indicating that surveys often detected partial adherence to balance principles but also persistence of imbalanced states without strong dissonance. These findings suggested contextual factors, such as relationship strength, influence the degree of balance enforcement. In , balance theory has informed algorithms for analyzing signed networks, particularly in the . Researchers applied structural balance metrics to large-scale data from platforms like to detect sentiment patterns and community divisions, with studies demonstrating that signed interactions tend toward balanced partitions, aiding in the modeling of conflict propagation. For example, and colleagues' 2010 evaluation of online signed networks revealed deviations from strict balance but confirmed its utility in predicting alliance formations. Integration with neuroscience has provided biological insights post-2000, linking balance to cognitive processing efficiency. Functional MRI studies have shown that unbalanced triads elicit heightened activation in brain regions associated with , such as the , implying reduced neural load in balanced states. A 2020 experiment by Yiwen Wang et al. demonstrated this through triadic manipulations in social decision tasks, where imbalance correlated with increased tension-related activity. In the 2020s, balance theory has been incorporated into models for predicting opinion in online communities. approaches, such as neural network-based community detection, leverage signed graph balance to forecast echo chambers and ideological splits, with applications in platforms like and showing improved accuracy in simulating dynamics. For instance, a 2024 study using statistical physics corroborated balance theory in modeling and .

References

  1. [1]
    [PDF] ATTITUDES AND COGNITIVE ORGANIZATION Fritz Heider (1946)
    This holds generally: the triad of relations is in balance. if two relations are negative and one positive. This statement can be derived from the assumption ...
  2. [2]
  3. [3]
  4. [4]
    [PDF] Fritz Heider: Philosopher and Psychologist
    Upon his initiative, the. University of Graz offered a proseminar on psychological experiments as early as 1886 and funded an experimental laboratory in 1894.
  5. [5]
    Attitudes and Cognitive Organization: The Journal of Psychology
    Attitudes and Cognitive Organization, Fritz Heider, Department of Psychology, Smith College, USA, Pages 107-112, Received 01 Oct 1945, Published online: 02 Jul ...
  6. [6]
    The psychology of interpersonal relations. - APA PsycNet
    As the title suggests, this book examines the psychology of interpersonal relations. In the context of this book, the term "interpersonal relations" denotes ...
  7. [7]
    [PDF] The Psychology - of Interpersonal Relations - Cipra
    The Psychology of. Interpersonal. Relations. FRITZ HEIDER. University of Kansas. Page 3. THIRD PRINTING, APRIL, 1964. Copyright @ 1958 by John Wiley & Sons, Inc ...
  8. [8]
    Psychological Field Theories - University of Hawaii System
    As a young man in Germany, Lewin was attracted to Gestalt psychology, perhaps partly due to his experiences as a soldier in World War I and his observations on ...
  9. [9]
    [PDF] 14 A history of attitudes and persuasion research - Richard E. Petty
    At that time, a group of psychologists led by Carl Hovland of Yale. University began to explore the influence of propaganda on atti- tudes and troop morale.
  10. [10]
    Balance Theory, Unit Relations, and Attribution - Sage Journals
    Fritz Heider's (1958c) book The Psychology of Interpersonal Relations and the handful of articles preceding it (e.g., Heider, 1944, Heider, 1946; Heider & ...
  11. [11]
    (PDF) Fritz Heider's Legacy - ResearchGate
    Balance theory was originated by Heider (1946), and other pioneering social psychologists, including but not limited to Zajonc (1960) and Malle (2008) , have ...
  12. [12]
    [PDF] Social Balance Theory - arXiv
    The Heider's balance theory is one of cognitive consistency theory which dominated social psychology in 1960's (Greenwald et al, 2002). Furthermore, the balance.
  13. [13]
    [PDF] THE PSYCHOLOGICAL REVIEW
    The purpose of this paper is to present and develop the consequences of a formal definition of balance which is consistent with Heider's conception and which ...
  14. [14]
    [PDF] Balance Theory, Unit Relations, and Attribution
    Heider's integrated theory provides a simple and powerful way of looking at a wide range of social- psychological phenomena. In the following section, we ...
  15. [15]
    Balance Theory - an overview | ScienceDirect Topics
    Heider drew upon Wertheimer's grouping principles of similarity, proximity, and covariation when formulating his ideas about unit determination.
  16. [16]
  17. [17]
  18. [18]
    On the notion of balance of a signed graph. - Project Euclid
    Project Euclid Open Access 1953/1954 On the notion of balance of a signed graph. Frank Harary DOWNLOAD PDF + SAVE TO MY LIBRARY
  19. [19]
    Structural balance: a generalization of Heider's theory. - APA PsycNet
    In this article we have developed a generalization of Heider's theory of balance by use of concepts from the mathematical theory of linear graphs.
  20. [20]
    [2112.02664] Frustration-critical signed graphs - arXiv
    Dec 5, 2021 · A signed graph (G,\Sigma) is balanced if all its circuits are positive. The frustration index l(G,\Sigma) is the minimum cardinality of a ...
  21. [21]
    [PDF] Structural Balance and Signed International Relations
    Cartwright and Harary (1956) proved a complete balanced signed network can be partitioned into two subsets such that all positive ties are within these subsets ...
  22. [22]
    Signed networks in social media - ACM Digital Library
    We study how the interplay between positive and negative relationships affects the structure of on-line social networks.
  23. [23]
    The Structural Balance Theory of Sentiment Networks: Elaboration ...
    Balance theory suggests that stable macrostructures may exist that include both positive and negative interpersonal sentiments. In the literature on balance ...
  24. [24]
    Raising the Spectrum of Polarization: Generating Issue Alignment ...
    But this assumption is clearly not realistic, as people can have any degree of positive, negative, or neutral feelings toward one another and towards objects.
  25. [25]
    Continuous-time model of structural balance - PNAS
    Structural balance is a static theory—it posits what a “stable” signing of a social network should look like. However, its underlying motivation is dynamic, ...Abstract · Model · Discussion<|control11|><|separator|>
  26. [26]
  27. [27]
    Cultural Variations in Motivation for Cognitive Consistency ...
    Feb 9, 2012 · These culturally divergent self-systems create variance in situations in which North Americans and Asians are motivated to maintain cognitive consistency.
  28. [28]
  29. [29]