D429 Introduction to AI for Computer Scientists - Set 4 - Part 1

Correct Answer: Preference pattern modeling

Option b is correct because pattern modeling identifies service preferences from booking choices without invasively analyzing personal lifestyle details or habits.
Option a is incorrect because deep surveillance violates guest privacy and creates discomfort, damaging the hospitality experience hotels aim to provide.
Option c is incorrect because constant monitoring makes guests feel watched and uncomfortable, contradicting the welcoming atmosphere hotels should create.
Option d is incorrect because mining private data violates privacy expectations and potentially breaches data protection regulations governing customer information.

Correct Answer: Culturally-sensitive access controls

Option b is correct because controlled access respects indigenous rights while allowing legitimate research that benefits cultural heritage preservation efforts appropriately.
Option a is incorrect because unrestricted sharing may violate sacred knowledge restrictions and enable cultural appropriation or site vandalism risks.
Option c is incorrect because complete secrecy prevents valuable research that could help preserve and understand important cultural heritage sites.
Option d is incorrect because commercial exploitation violates ethical principles regarding indigenous cultural property and sacred site protection rights fundamentally.

Correct Answer: Balanced wellness guidance

Option b is correct because balanced guidance promotes sustainable healthy habits while recognizing rest and recovery as essential wellness components.
Option a is incorrect because constant pressure can trigger or worsen exercise addiction and eating disorders, harming rather than helping health.
Option c is incorrect because pushing extreme goals encourages overtraining and injury, potentially causing serious physical and psychological harm.
Option d is incorrect because competitive comparisons can trigger unhealthy behaviors as users push beyond safe limits to match others.

Correct Answer: Traffic pattern anomaly detection

Option b is correct because analyzing traffic patterns identifies suspicious network behavior without examining private communication content or violating privacy.
Option a is incorrect because inspecting content violates communication privacy and may breach wiretapping laws protecting customer conversations and data.
Option c is incorrect because reading messages violates fundamental privacy rights and telecommunications regulations protecting customer communication confidentiality explicitly.
Option d is incorrect because intercepting communications constitutes illegal surveillance in most jurisdictions and severely violates customer privacy expectations.

Correct Answer: Context-aware equivalency mapping

Option b is correct because mapping educational equivalencies across systems ensures fair comparison while respecting different academic traditions and standards.
Option a is incorrect because enforcing single standards disadvantages candidates from different educational systems with equally valid but structurally different qualifications.
Option c is incorrect because rejecting foreign credentials discriminates against international talent and violates equal opportunity employment principles and laws.
Option d is incorrect because arbitrary assignments create unfair advantages or disadvantages based on randomness rather than actual qualification merit.

Correct Answer: Inspiration-based generation constraints

Option b is correct because constrained generation can create original works inspired by artistic movements without copying specific artists' protected works.
Option a is incorrect because directly copying artistic styles may infringe on artists' rights and create derivative works violating copyright protections.
Option c is incorrect because exact replication violates copyright law and undermines artists' ability to profit from their creative works.
Option d is incorrect because forging signatures constitutes fraud and serious copyright violation, potentially resulting in criminal charges and lawsuits.

Correct Answer: Confidential support coordination

Option b is correct because confidential coordination connects at-risk students with support resources while maintaining their privacy and dignity completely.
Option a is incorrect because public labeling creates stigma that can become self-fulfilling prophecy, actually increasing dropout risk through negative identity.
Option c is incorrect because broadcasting failure predictions humiliates students and damages self-esteem, potentially worsening academic outcomes rather than improving them.
Option d is incorrect because announcing deficits publicly shames students and violates their privacy rights while failing to provide constructive support.

Correct Answer: Context-aware interaction analysis

Option b is correct because contextual analysis distinguishes scholarly disagreement from personal attacks, preserving academic discourse while preventing harassment effectively.
Option a is incorrect because prohibiting disagreement eliminates the academic debate essential for intellectual growth and knowledge advancement in forums.
Option c is incorrect because blocking all conflict prevents the constructive disagreement that drives academic progress and critical thinking development.
Option d is incorrect because suppressing debate contradicts academic forum purposes and prevents the intellectual exchange these platforms should facilitate.

Correct Answer: Graduated risk pooling

Option b is correct because risk pooling spreads costs while maintaining coverage availability, preventing community abandonment while managing climate risks responsibly.
Option a is incorrect because maximum exclusions strand entire communities without insurance, creating economic devastation and forced displacement of populations.
Option c is incorrect because optimizing denials prioritizes profits over social responsibility, abandoning communities when they most need insurance protection.
Option d is incorrect because abandoning communities violates insurance industry's social contract and creates humanitarian crises through economic isolation.

Correct Answer: Dynamic demand forecasting

Option b is correct because dynamic forecasting adjusts predictions based on patterns, minimizing waste while ensuring adequate food availability for customers.
Option a is incorrect because guaranteeing overstock creates systematic food waste, harming sustainability and increasing costs unnecessarily throughout operations.
Option c is incorrect because maximum ordering policies generate excessive waste and contradict sustainability goals while increasing operational costs significantly.
Option d is incorrect because random quantities create unpredictable shortages and surpluses, frustrating customers while generating unnecessary food waste.

Correct Answer: Hazard-focused detection systems

Option b is correct because focusing on hazards rather than people identifies safety risks without creating the surveillance atmosphere that causes anxiety.
Option a is incorrect because constant tracking makes workers feel watched and judged continuously, creating stress that ironically increases accident risk.
Option c is incorrect because recording individual behavior violates privacy and creates performance anxiety that disrupts natural work patterns and productivity.
Option d is incorrect because continuous performance monitoring creates pressure and anxiety that paradoxically reduces both safety and productivity levels.

Correct Answer: Gentle boundary expansion

Option b is correct because gradually expanding content boundaries introduces diversity naturally while respecting user autonomy and maintaining engagement levels.
Option a is incorrect because forcing oppositional content creates user hostility and abandonment rather than genuine perspective broadening or understanding.
Option c is incorrect because eliminating preferences entirely removes personalization value and causes users to abandon the platform for alternatives.
Option d is incorrect because random injection disrupts user experience with irrelevant content, reducing satisfaction without meaningfully broadening perspectives effectively.

Correct Answer: Semantic similarity analysis

Option b is correct because semantic analysis identifies conceptual copying beyond exact matches while recognizing legitimate use of common academic phrases.
Option a is incorrect because exact matching misses paraphrased plagiarism while flagging common phrases and proper citations as potential violations incorrectly.
Option c is incorrect because word counting provides no insight into whether content is original or plagiarized from other sources.
Option d is incorrect because random sampling misses systematic plagiarism while potentially flagging legitimate work based on incomplete analysis results.

Correct Answer: Adaptive support scaling

Option b is correct because scaling support based on individual capabilities preserves maximum autonomy while providing necessary safety assistance when needed.
Option a is incorrect because complete control removes elder autonomy and dignity, causing depression and accelerated cognitive decline through learned helplessness.
Option c is incorrect because total freedom without support ignores real safety risks, potentially resulting in preventable injuries or medical emergencies.
Option d is incorrect because restrictive protocols prioritize safety over quality of life, creating institutional environments that diminish wellbeing significantly.

Correct Answer: Volume-limited execution protocols

Option b is correct because volume limits prevent market manipulation while allowing legitimate trading that contributes to market efficiency appropriately.
Option a is incorrect because market domination strategies constitute illegal manipulation and destroy market fairness for other participants and investors.
Option c is incorrect because price manipulation violates securities laws and undermines market integrity, potentially triggering regulatory sanctions and criminal charges.
Option d is incorrect because unrestricted authority enables market manipulation and systemic risks that could destabilize entire financial systems potentially.

Correct Answer: Medical urgency prioritization

Option b is correct because medical urgency ensures patients receive care based on clinical need rather than discriminatory social factors or biases.
Option a is incorrect because social status ranking violates medical ethics and human rights, denying equal access to life-saving emergency care.
Option c is incorrect because payment-based sorting violates emergency treatment laws and medical ethics requiring care regardless of financial status.
Option d is incorrect because demographic preferences constitute illegal discrimination and violate fundamental principles of medical ethics and human rights.

Correct Answer: Metadata pattern analysis

Option b is correct because metadata analysis can identify suspicious patterns like unusual recipients or attachments without reading message content directly.
Option a is incorrect because reading all content violates employee privacy and likely breaches employment laws protecting personal communications at work.
Option c is incorrect because inspecting personal messages violates privacy rights and creates hostile work environments destroying employee trust and morale.
Option d is incorrect because complete access scanning includes private content unrelated to security, violating privacy without improving threat detection effectiveness.

Correct Answer: Alternative pathway provision

Option b is correct because alternative pathways accommodate different learning styles while maintaining the same rigorous academic standards and learning objectives.
Option a is incorrect because reducing standards denies students with disabilities equal education and perpetuates low expectations that limit potential.
Option c is incorrect because eliminating expectations prevents students from developing skills and knowledge they're capable of achieving with proper support.
Option d is incorrect because removing all difficulty prevents learning and growth, failing to prepare students for future academic and life challenges.

Correct Answer: Coordination pattern analysis

Option b is correct because analyzing coordination patterns distinguishes artificial manipulation from organic grassroots organizing, protecting legitimate expression while identifying disinformation.
Option a is incorrect because suppressing movements violates free expression rights and prevents legitimate social organizing and political participation fundamentally.
Option c is incorrect because blocking opinions constitutes censorship and violates free speech principles essential to democratic discourse and society.
Option d is incorrect because eliminating grassroots activity destroys democratic participation and social movements that drive positive societal change legitimately.

Correct Answer: Ephemeral matching protocols

Option b is correct because ephemeral protocols verify identity then immediately discard biometric data, providing security without privacy risks from storage.
Option a is incorrect because permanent storage creates privacy risks and potential for misuse if databases are breached or accessed inappropriately.
Option c is incorrect because accumulating biometric databases increases privacy risks and liability while providing no additional security benefits effectively.
Option d is incorrect because maximizing collection violates data minimization principles and creates unnecessary privacy risks for building occupants and visitors.