Signal Synthesis and Recovery Techniques

Covers signal representation, synthesis under peak/energy/bandwidth constraints, and alternating projections for inverse problems like tomography and phase retrieval.

no offering record for this termCredits unavailable
Recorded instructors · Spring 2027 No instructors listed

Summary

1 / 5

Past student reviews · John Gubner

The class was rated highly difficult and required significant effort. Gubner’s theoretical approach could be off-putting to engineers who preferred practical applications over abstract math.

Grade history

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average GPA
letter grades
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Prerequisites

Course map

Graduate/professional standing

  • Graduate/professional standing
ECE 735

This is a best-effort interpretation; check the catalog requirements above.

Prerequisite text tree
  • Graduate/professional standing

Professors

Spring 2027

No instructors recorded for this selection.

Historical instructors & teaching patterns

JOHN GUBNER is recorded teaching in Fall 2006, Fall 2008, Fall 2009, Fall 2010, Fall 2011, Spring 2014, Spring 2017, Spring 2018, Spring 2020. Recorded history may be incomplete and does not establish a future schedule.

Recorded history may be incomplete and does not establish a future schedule.

Calendar & sections

Spring 2027

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Meeting source records

No records available.

Student experience

the class

Past student reviews · John Gubner

John Gubner taught a theoretical, math-heavy course that reviewers found excellent but challenging. Students who enjoyed mathematics and hard work appreciated the diverse and interesting material.

Recent recorded grades — Spring 2017: 3.69 GPA, 84.6% A/AB (n=13 letter grades); Spring 2018: 3.50 GPA, 75.0% A/AB (n=8 letter grades); Spring 2020: 3.50 GPA, 80.0% A/AB (n=5 letter grades).

difficulty & workload

Past student reviews · John Gubner

The class was rated highly difficult and required significant effort. Gubner’s theoretical approach could be off-putting to engineers who preferred practical applications over abstract math.

Past student reviews · John Gubner

One student found the professor useless, reflecting a strong negative opinion that contrasted with other reviewers who praised his teaching style.

Topics

  • Signal representation
  • Constrained signal synthesis
  • Alternating projections and inverse problems

Skills

  • Synthesize signals under specific physical and bandwidth constraints.
  • Apply alternating projections onto convex sets to solve inverse problems in signal and image recovery.

Grades

Latest available · Spring 2020— not enough history to project Spring 2027.

average GPA
A / AB grades
letter grades
Instructor

Grade distribution · % of letter grades

A
AB
B
BC
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D
F

Grades over time

Through Spring 2020

More grade details Grade mix, volume & source data

Not enough comparable courses for Spring 2027 in UW–Madison.

Sources & history

UW–Madison

Catalog & offerings

Descriptions, prerequisites, and recorded course offerings.

Catalog observation history

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Selected offering source records

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Raw records
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Student reviews

Original comments behind the course and instructor summaries.

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Grade history

Recorded grade distributions by term, section, and instructor.

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Model outputs & technical records
Qwen/Qwen3.8-27B
LLM outputs across runs
Full model traces

Recorded model configuration, reasoning, and tool conversations.

Model & dataset provenance
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  "model": "Qwen/Qwen3.8-27B",
  "model_revision": "1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0",
  "task_version": "17",
  "output_id": "2dc2d735b270cda1ad95dcaa109ffaff225608e97f701fdd03155ef3aa3f5916",
  "requirements_status": "valid",
  "dataset_revision": "fc1811fa52e581ea57a35c0cf3343f8740a8ffbf",
  "observed_at": "2026-10-14 17:50:09.728220+00:00"
}