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Interpretable Meaning: Definition, Examples, and Translations

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interpretable

[ɪnˈtɜː.prɪ.tə.bəl ]

Definition

Context #1 | Adjective

in data analysis

Capable of being understood or explained. Clear and easy to comprehend.

Synonyms

clear, comprehensible, intelligible, transparent, understandable.

Which Synonym Should You Choose?

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Word Description / Examples
interpretable

This is ideal for describing something that can be understood or explained in different ways, often used in academic or technical contexts.

  • The data from the experiment is interpretable in several ways
  • The results were interpretable, although they required careful analysis
understandable

Appropriate when you want to indicate that something can be comprehended, often used for explaining emotions or reactions.

  • Her reaction to the news was perfectly understandable
  • The instructions are written in a way that is understandable for everyone
comprehensible

This word is suitable for describing something that can be easily understood, particularly language or information.

  • The lecture was comprehensible even to those who were new to the subject
  • His accent was thick, but his words were comprehensible
clear

Use this when you want to describe something that is easy to see, hear, or understand without any confusion.

  • Her instructions were clear and easy to follow
  • The sky was clear after the storm
intelligible

Use this in situations where you emphasize that something can be understood, especially when it might have been difficult to understand otherwise.

  • Despite the noise, her voice was intelligible
  • The ancient text was still intelligible to modern scholars
transparent

Best used for describing something very clear and easy to understand, often used when talking about honesty or clarity in communication.

  • The company's finances are completely transparent
  • His intentions were transparent from the beginning

Examples of usage

  • The results of the study are interpretable by both experts and non-experts.
  • Her findings were interpretable due to the simplicity of the data visualization.
  • The interpretable nature of the algorithm made it popular among researchers.
  • The interpretable format of the report allowed for easy interpretation of the results.
  • The interpretable graphs helped in conveying the key findings of the research.

Translations

To see the translation, please select a language from the options available.

Interesting Facts

Science

  • In data science, interpretable models are crucial because they provide clear insights into how data is being processed and what results mean.
  • Interpretable algorithms are preferred in medical fields, where understanding decision-making processes can impact patient care.
  • Researchers often argue for interpretability to prevent bias, ensuring that AI systems can be understood and held accountable.

Psychology

  • The concept of interpretable behaviors helps psychologists understand how individuals make sense of their actions and emotions.
  • Interpretable communication is essential in therapeutic settings, allowing clients to clearly grasp their feelings and the context of their experiences.
  • Misinterpretation can lead to conflicts in relationships, highlighting the importance of clear and interpretable communication.

Literature

  • Many literary works are considered more valuable when interpretations are clear, allowing readers to engage with the text on deeper levels.
  • Poetry often leverages interpretable language to evoke emotion while maintaining multiple meanings, challenging readers to think critically.
  • Authors may use interpretable characters and themes to convey moral lessons, making their messages accessible to a wider audience.

Technology

  • As AI technology advances, the call for interpretable systems becomes louder, demanding transparent algorithms that users can understand.
  • Interpretable machine learning models allow for better user trust and more informed decision-making in areas like finance and healthcare.
  • Some technology firms emphasize interpretable design principles to ensure users can comprehend and navigate complex software solutions.

Origin of 'interpretable'

Main points about word origin

  • The word 'interpretable' comes from the Latin 'interpretari', meaning to explain or to understand.
  • It combines 'interpret', which means to explain the meaning, with the suffix '-able', indicating something that can be done.
  • The word first appeared in English texts around the late 19th century, reflecting the growing importance of clarification in language.

The word 'interpretable' originated from the verb 'interpret', which has its roots in the Latin word 'interpretari', meaning 'explain, expound, understand'. The adjective 'interpretable' emerged in the context of data analysis and has gained popularity in various fields where clear explanations and understandability are essential.

See also: interpret, interpretation, interpretations, interpretative, interpreter, interpreting, interpretive, misinterpret, misinterpretation, reinterpret, reinterpretation.

Word Frequency Rank

At rank #27,130, this word represents specialized academic or technical vocabulary. It's less frequently encountered but may be valuable in specific contexts.