#ai in frames

[encodedots]

Frames in Artificial Intelligence

Frames in AI serve as data structures for representing knowledge. They offer a structured hierarchical method to store and access information, which helps AI systems process and interpret data more. Marvin Minsky first came up with frames in the 1970s to model how humans think and to boost AI’s capacity to understand and reason about the world around it.

A frame contains a set of attributes known as slots, that hold specific details about an object or idea. These slots can include default values, limits, and steps that spell out how to handle the information. Frames allow AI systems to arrange knowledge in a way that resembles human understanding.

Key Characteristics of Frames

Structured Representation: Frames represent knowledge about objects, entities, and situations in an organized manner, making it easier for AI to process and reason about the world.

Slots & Fillers: Each frame consists of slots (attributes or properties) and fillers (values that define specific characteristics).

Inference & Relationships: Frames allow AI systems to infer additional knowledge based on predefined rules and relationships. This hierarchical structure helps in logical reasoning and decision-making.

Applications of Frames in AI

Natural Language Processing (NLP) Expert Systems Semantic Networks Robotics Machine Learning & Data Organization

Introduction to Frame Inheritance

Frame inheritance plays a key role in how AI systems represent knowledge. It allows these systems to handle, sort, and reuse information . This concept describes how traits, features, and connections pass from parent frames to child frames.

Key Concepts of Frame Inheritance

Hierarchical Knowledge Representation:

Slots and Fillers in Frame Inheritance:

Efficiency and Reusability:

Types of Frame Inheritance

Single Inheritance

A child frame inherits attributes and properties from only one parent frame.

It follows a linear hierarchical structure.

Example:

Parent Frame: Vehicle (slots: engine type, speed, capacity)

Child Frame: Car (inherits slots from Vehicle and adds specific attributes like fuel type and number of doors)

Multiple Inheritance

A child frame inherits attributes from multiple parent frames.

This allows the integration of knowledge from different sources.

Example:

Parent Frame 1: Land Vehicle (slots: wheels, fuel type)

Parent Frame 2: Electric Vehicle (slots: battery type, charging time)

Child Frame: Electric Car (inherits properties from both Land Vehicle and Electric Vehicle)

Overriding Inheritance

A child frame can modify or replace specific attributes inherited from its parent frame.

This ensures flexibility in knowledge representation.

Example:

Parent Frame: Vehicle (slots: speed = 100 km/h, capacity = 5 passengers)

Child Frame: Truck (overrides speed to 80 km/h and capacity to 3 tons)

Applications of Frame Inheritance in AI

Expert Systems

Natural Language Processing (NLP)

Robotics

Machine Learning and Data Organization

Advantages of Frame Inheritance

Knowledge Reusability

Scalability

Reduced Complexity

Efficient Reasoning and Inference

Consistency and Standardization

Applications of Frames in AI

Expert Systems

Natural Language Processing (NLP)

Robotics

Medical Diagnosis

Intelligent Tutoring Systems

Semantic Web

Advantages of Using Frames

Structured Representation

Efficient Inference and Logical Reasoning

Flexibility and Scalability

Reusability of Knowledge

Default Reasoning and Handling Missing Information

Improved AI Understanding and Human-Like Cognition

Challenges and Limitations

Limited Expressiveness

Complexity in Inheritance and Conflicts

Scalability Challenges in Large Knowledge Bases

Lack of Formal Semantics and Standardization

Contextual Limitations and Adaptability Issues

Conclusion

Framing in AI suites as an important device in knowledge representation with rich structuring and hierarchical organization of knowledge. Hence the provision for storing and retrieving knowledge using inheritance, relationships, and attributes is the same as for frames. Frames have been widely used in different areas of AI, like expert systems, robotics, NLP, intelligent tutored systems, medical diagnosis, and semantic web technologies.

Frames notwithstanding their advantages are not devoid of some limitations like lack of expressiveness, difficulties in handling a changing and evolving world of knowledge, and conflicting inheritance with complex hierarchies. These limitations necessitate framing to be complemented by other forms of knowledge representation like ontologies, semantic networks, or models based on probabilistic reasoning.

Original Source: https://www.encodedots.com/blog/frames-in-artificial-intelligence

[2dpocketgirls]

Jessica Rabbit dancing for you

[calicorobin]

Meenah: Recommend Tame Impala

[gojoest]

carrying the weight of the world on his shoulders on just 3 hrs of sleep …. also love how slacking off is part of his schedule lmfao

[casualavocados]

I'm not finished yet. ...[🎶!]

KISEKI: DEAR TO ME Ep. 13

[hwizou]

BLACK SWAN GRAPHICS　.　 @cuisinekuga event day 04　 .　 fav chara from least fav media ou chara w an interesting backstory 　.　 psd by @fumechu 　. 　rb&&credit to use !!　 . 　iffy ish on kin/mwe/id tags 　.　f/o tags okeii tho

[fantastic-creatures]

Big Men, Small Bed

[movielosophy]

The Double | frame

[soundleer]

friendly reminder!! human art—mii art, in this case—is infinitely better!!! 💜🫶✏

————

still ver:

[2dpocketgirls]

Jessica Rabbit

Join our Discord to decide which waifu I will create next through suggestions and voting: https://discord.gg/pVYA4vc2Ad

[justanotheremofuhk]

"A little bird told me it was your birthday," Hanon heard right before she got slapped in the face by what appeared to be a blank sheet of paper. "Your dumb little ponytails are a pain in the ass, by the way." Rubbing her nose from the hit, she turned around to face the fox devil, catching a glimpse of the paper's backside in the process, urging her to give it a second glance. What she found then was nothing short of surprising, but by the time she recovered from the shock with the means to thank Vere, the culprit was already merely a shadow.

She'd make a mental note to buy him one of The Wet Wick's least terrible drinks in gratitude.

So I went insane and did this-

Higher quality version here because I'll set my tablet on fire if no one sees all the details after they took so long,,

And here's the empty template so you can go crazy and make our favorite fox draw whatever the hell you want<3

Background by @redspringstudio

[pinglet]

[thelistenersfury]

[good-beansdraws]

I just want to believe...

The song fits them both really well to me -- there are so many lines and screenshots to pair with each, but for now I'll just stick with a cute outfit swap :)

[joyed4ever]

crack

[ninjathrowingstork]

Altered Carbon 🤝 Murderbot

Casting the biggest, buff, blonde Swedes as characters who are, in fact, not white guys and were just put in these bodies (Tak is Slavic-Japanese and put in another body at the behest of a rich client, and Murderbot is made with cloned human tissue and has no gender), in the middle of otherwise diverse casts. Taking these tall, idealized physiques and reducing them to tools to be paid for and used. These bodies have both been designed and augmented (Ryker, the guy whose body Tak is sleeved into, has neurochem and military-grade enhancements for combat) to be walking weapons, whether they want that or not. Idk something about the classic male lead being made as one of the most commodified and socially powerless, like under these absolute corporate plutocracies these features and physical attributes are just selling points, all just marketable product features.

In true Murderbot spirit I started writing this at work so I'll probably have more to add/more articulate thoughts later