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What color is associated with sincerity in marketing?
Which color is linked to excitement in marketing?
Which characteristic is NOT typically associated with the color black in marketing?
In face recognition studies, participants showed greater recall of which aspect of faces?
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What is prosopagnosia?
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Which color is associated with competence in marketing?
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What percentage of famous portrait paintings has an eye positioned at or within 5% of the centerline?
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Which quality is NOT linked with the color brown in marketing?
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What is the optimal size for the hidden layer in a neural network?
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Why is one hidden layer often sufficient in neural networks?
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What happens when a neural network overfits the training set?
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Which type of processing focuses on information from sensory receptors?
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What role do our beliefs and expectations play in object perception?
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What is a common misconception about 'objective reality'?
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What is a result of underfitting in a machine learning model?
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Which of the following best describes what characterizes top-down processing?
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What happens when kittens are reared in an environment with only vertical black and white stripes?
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What is one challenge that adults who regain vision face?
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How did Mike May's experience with vision restoration illustrate the importance of visual experience?
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Which statement reflects the process of sound reaching the amygdala?
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What developmental aspect is significant for normal sensory and perceptual development?
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What characterizes Capgras syndrome?
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Which part of the brain is primarily affected in Capgras syndrome?
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What is blindsight?
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How do blindsight patients perform when guessing emotions from faces?
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What kind of pathway is proposed to explain the success of participants using the 'relax' strategy in finding hidden objects?
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What phenomenon did the study with the auditory cortex destruction in rats demonstrate?
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What is a common characteristic of functional blindness?
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Which of the following best describes the emotional 'glow' in close relationships, as discussed by Ramachandran?
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What is a defining characteristic of modular processing?
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What neurological condition is characterized by an inability to recognize visual objects despite having good visual perception?
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In which syndrome do patients typically ignore information on one half of their visual field?
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What is a common behavioral pattern seen in patients with visual neglect syndrome when bisecting lines?
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Which area of the brain is associated with face recognition?
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What does prosopagnosia refer to?
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What kind of processing is described as responding automatically and not able to be turned off?
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What approach do patients with visual agnosia often take when confronted with a visual object?
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What is the primary challenge faced by adults who regain vision through surgical interventions?
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In the study with kittens, what was the effect of being reared in an environment with only vertical patterns?
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Why did Mike May have trouble recognizing faces after his vision was restored?
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What does the critical period for sensory development imply about perception?
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What aspect is primarily responsible for Mike May's inability to recognize expressions after regaining his sight?
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What is the primary distinction between sensation and perception?
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Which model of object perception is based on comparing stimuli to an ideal, abstract example?
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What critical limitation does the feature-analysis model face in object recognition?
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In the recognition-by-components model, what are objects represented as?
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What is a key characteristic of the template matching model of object perception?
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How does the prototype model assist in object identification?
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Which model is best equipped to describe the complexity of object recognition and why?
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What role do sensory systems play according to the prototype theory?
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What is the main consequence of having too many hidden layers in a neural network?
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Which process emphasizes the importance of existing knowledge and beliefs in shaping perception?
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What is the phenomenon where people perceive a neutral object as threatening when they are in an angry emotional state?
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What does perceptual constancy allow us to do?
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What type of illusion is exemplified by the difference in perceived size of the moon based on its position in the sky?
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What effect can labeling students as 'spurters' lead to in their academic performance?
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Which of the following describes the tendency of our perception to be influenced by past experiences?
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In the context of marketing, which characteristic might be associated with the perception of a product's durability?
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What is one of the main challenges facing adults who regain vision after a period without sight?
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What does the term 'self-fulfilling prophecy' refer to in the context of perception?
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What determines the overall behavior of an artificial neural network?
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How does the bias term in an artificial neural network function?
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What is the primary purpose of backpropagation in artificial neural networks?
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What criteria is typically used to determine the optimal size of a hidden layer in a neural network?
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Which aspect of the activation in the last layer of an artificial neural network represents the likelihood of recognizing a specific digit?
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In human neurons, what effect do some neurons produce in contrast to others?
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What role do subcomponent neurons in the third layer of an artificial neural network play when recognizing digits?
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What is a major limitation of adding more hidden layers to a neural network?
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What condition must be met for a neuron to become activated in an artificial neural network?
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What aspect of visual perception is primarily affected in prosopagnosia?
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What neurological disorder is characterized by a total inability to recognize family members as they appear to be imposters?
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Which scenario best illustrates functional blindness?
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In studies of visual perception, what pattern is observed in participants who use a 'relax' strategy for finding hidden objects?
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What phenomenon can be attributed to a breakdown of modules in modular processing?
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Why do visual neglect syndrome patients often ignore the left side of their visual field?
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What key ability is often retained in patients experiencing blindsight?
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What role do the eyes play in the perception of faces according to the information provided?
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Which visual processing concept refers to the mind's organization into specialized modules?
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What aspect of visual perception is maintained in individuals with visual agnosia despite their condition?
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Study Notes
Neural Networks
- The optimal size of a hidden layer is usually between the size of the input and the size of the output layers.
- One hidden layer is usually sufficient. Increasing the number of hidden layers beyond the sufficient amount can lead to overfitting.
- Overfitting occurs when the network learns the training data too well, but fails to generalize to new unseen data.
- Underfitting occurs when the network is not complex enough and fails to learn the underlying patterns in the data.
Object Perception
- Object perception is not always objective and accurate.
- Concepts, expectations, and beliefs influence perception.
- Perception involves both bottom-up processing (analysis of sensory information) and top-down processing (information guided by prior knowledge).
Color Perception
- Color can influence perceptions of product qualities.
- Purple hues are associated with sophistication, while red hues are associated with ruggedness.
- Other colors can also be linked to certain qualities, such as sincerity (white, yellow), excitement (red, orange), competence (blue), and ruggedness (brown).
Face Recognition
- Face recognition is a specialized process.
- There is evidence that specific brain areas are responsible for face recognition.
- People tend to remember parts of houses better than whole faces.
- Prosopagnosia is a condition that causes people to have difficulty recognizing faces.
Modular Processing
- The mind can be seen as modular, with specialized information-processing modules.
- These modules respond automatically and cannot be consciously controlled.
- Examples of modular processing include the fusiform face area for face recognition and prosopagnosia.
Neurological Disorders Related to Visual Perception
- Visual agnosia is the inability to recognize visual objects despite intact visual perception.
- Visual neglect syndrome, or unilateral spatial neglect, causes people to ignore information on one side of their visual field.
- Capgras syndrome is a delusion in which someone believes a familiar person has been replaced by an imposter.
- Functional blindness is vision loss without an organic basis.
- Blindsight is the ability to respond to visual stimuli without conscious awareness.
Two Pathways of Visual Perception
- There may be two pathways for visual perception: one that goes through the visual cortex and another that goes through the limbic system.
- The limbic system pathway allows for rapid, unconscious processing of visual information.
- This pathway may be responsible for the phenomenon of blindsight.
Development of Perception
- There is a critical period for normal sensory and perceptual development.
- Adults who gain vision after being blind may have difficulty recognizing objects.
Sensation vs. Perception
- Sensation involves sensory receptors and the nervous system receiving environmental stimuli and converting them into neural impulses.
- Perception involves interpreting and organizing sensory information using prior knowledge.
Early Models of Object Perception
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Template matching model: Object perception involves comparing a stimulus to stored templates or patterns in memory.
- Problem: It cannot account for the complexity and flexibility of object recognition.
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Feature-analysis model: Object discrimination is based on small, characteristic features of stimuli.
- Problem: It cannot explain recognition of complex objects with features that move and distort.
- Recognition-by-components model: Objects are represented as arrangements of 3-D shapes called geons.
- Prototype model: Object perception involves comparing stimuli to an ideal, abstract example.
Artificial Neural Networks in Pattern Recognition
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Artificial neural networks (ANNs): They model human neural networks with nodes organized into layers.
- Weights: They determine the network's behavior, similar to excitatory and inhibitory neurons.
- Bias term: It indicates the weighted sum needed for a node to activate, similar to the threshold in human neurons.
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Backpropagation: A learning algorithm that changes connection weights between nodes to reduce errors made by the network.
- Errors are propagated backward through the network, adjusting weights.
Top-down Processing in Object Recognition
- Bottom-up processing: Analysis of sensory information from receptors.
- Top-down processing: Information processing guided by beliefs, expectations, and memories.
- Self-fulfilling prophecy: Our beliefs create our experiences and perceptions.
- The Pygmalion effect: Expectations about intellectual "spurters" led to improved performance.
Perceptual Constancies
- Perceptual constancy: Perceiving objects as unchanging despite changes in illumination and retinal images.
- Shape constancy: Perceiving familiar objects as constant despite changing retinal images.
- Lightness constancy: Perceiving an object as having a constant color despite changes in illumination.
- Size-distance constancy: Perceiving objects as the same size despite changes in their distance from the observer.
Effects of Color in Marketing
- Certain colors evoke specific associations and perceptions.
- Purple is associated with sophistication.
- Red is associated with ruggedness.
Face Recognition
- Specific brain areas like the fusiform face area are specialized for face recognition.
- Face recognition is faster and more accurate than object recognition.
- Prosopagnosia: Inability to recognize faces, often due to damage to the fusiform face area.
Modular Processing
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Modular processing: The brain is organized into specialized modules responsible for specific information processing.
- Modules are automatic and cannot be switched off.
- Visual agnosia: Inability to recognize objects due to damage to the occipital or temporal lobes.
- Visual neglect syndrome: Ignoring information on one half of the visual field, often due to damage to the right hemisphere.
Rare Syndromes
- Capgras syndrome: Belief that family and friends are imposters, likely due to damage to the amygdala.
- Functional blindness (conversion disorder): Unexplained vision loss with no organic basis.
- Blindsight: Vision without awareness, likely due to a second pathway of visual perception that bypasses the visual cortex.
Two Pathways of Visual Perception
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Primary pathway: Passes through the visual cortex.
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Secondary pathway: Bypasses the visual cortex and goes directly to the limbic system.
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The secondary pathway is responsible for unconscious processing that doesn't involve conscious awareness.### Development of Perception
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There is a critical period for normal sensory and perceptual development.
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Kittens raised in a cylinder with only vertical black and white stripes later struggled to perceive horizontal bars.
- These kittens would only play with a rod when held upright.
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Adults who were born blind and later gained vision through surgery often have difficulty recognizing objects.
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Mike May lost his vision at age 3 in an explosion.
- He regained vision in his right eye decades later thanks to a new cornea.
- Despite signals reaching his visual cortex, May struggled to interpret them due to lack of experience.
- May was unable to recognize expressions or faces, except individual features like hair.
- He could still see objects in motion.
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Description
This quiz explores the fundamentals of neural networks, including hidden layer size and concepts of overfitting and underfitting. Additionally, it delves into the psychology of object and color perception, highlighting how expectations shape our understanding. Test your knowledge on these pivotal topics in cognitive science!